{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bfe448ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy.special import wofz\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b6fc7fe8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "files = ['HH', 'HV', 'VH', 'VV']\n",
    "pol = ['RL', 'RR', 'LL', 'LR']\n",
    "Ts = [11, 20, 30, 40, 50, 55, 60, 65, 70, 80, 100, 130, 160, 190, 220, 250, 275, 296]\n",
    "Rcoeffs = [1.20545548, 1.155071943, 1.155071943, 1.20545548]\n",
    "\n",
    "def offset_function(x, a1, b1, c1, d1):\n",
    "    return a1 * np.exp(-((x - b1) ** 2) / (c1 ** 2)) + d1\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "EsVH = np.zeros((18, 991))\n",
    "dataVH = np.zeros((18, 991))\n",
    "\n",
    "for num, T in enumerate(Ts):\n",
    "    filename = f'VH{T}.txt'\n",
    "    data = pd.read_csv(filename, delim_whitespace=True, header=None).values\n",
    "    ax.plot(data[260:, 0], data[260:, 1] + 50 * num, '.-', color=(num / 20, 0, 0))\n",
    "    dataVH[num, :] = data[260:260 + 991, 1] * Rcoeffs[1]\n",
    "    EsVH[num, :] = data[260:260 + 991, 0]\n",
    "    ax.set_ylim(20, 1000)\n",
    "    ax.set_xlim(135, 140)\n",
    "    ax.set_title('VH')\n",
    "\n",
    "plt.figure()\n",
    "X, Y = np.meshgrid(EsVH[0, :], Ts)\n",
    "plt.pcolor(X, Y, dataVH, shading = 'auto', cmap='jet')\n",
    "plt.clim(10, 50)\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "EsHV = np.zeros((18, 991))\n",
    "dataHV = np.zeros((18, 991))\n",
    "\n",
    "for num, T in enumerate(Ts):\n",
    "    filename = f'HV{T}.txt'\n",
    "    data = pd.read_csv(filename, delim_whitespace=True, header=None).values\n",
    "    ax.plot(data[260:, 0], data[260:, 1] + 50 * num, '.-', color=(num / 20, 0, 0))\n",
    "    dataHV[num, :] = data[260:260 + 991, 1] * Rcoeffs[1]\n",
    "    EsHV[num, :] = data[260:260 + 991, 0]\n",
    "    ax.set_ylim(20, 1000)\n",
    "    ax.set_title('HV')\n",
    "\n",
    "plt.figure()\n",
    "X, Y = np.meshgrid(EsHV[0, :], Ts)\n",
    "plt.pcolor(X, Y, dataHV, shading = 'auto', cmap='jet')\n",
    "plt.clim(10, 200)\n",
    "plt.colorbar()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dd642daf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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y5QBs27aNkpIS/vCHP1BUVERRURHPP/88f//739m+fbsfTltEQpZrCrxViyCeqbdmgolEqi4FoLvvvptrr72WcePGeewvKyujoqKCCRMmuPclJiYyZswYVq1aBcD69etpbGz0KJOXl0dhYaG7zOrVq7Hb7YwcOdJdZtSoUdjtdneZlurr66murvb4EZEwc+II1B4xb2edZ21dAHqfqoPWAhKJOHG+PmDx4sVs2LCBdevWtbqvoqICgJycHI/9OTk57Nq1y10mISHBo+XIVcb1+IqKCrKzs1sdPzs7212mpblz5zJ79mxfT0dEQsnhr8xteh9ISLG2LnA6hKkLTCTi+NQCtGfPHu6//34WLVpEUlJSu+VsNpvHvw3DaLWvpZZl2irf0XEee+wxnE6n+2fPnj0dPp+IhCBXAMrsb209XLIGmFu1AIlEHJ8C0Pr166msrGT48OHExcURFxfHihUr+K//+i/i4uLcLT8tW2kqKyvd9zkcDhoaGqiqquqwzIEDB1o9/8GDB1u1LrkkJiaSnp7u8SMiYcYdgM61th4urhagIzug6aS1dRERv/IpAI0dO5ZNmzZRWlrq/hkxYgTf//73KS0t5ZxzzsHhcLBs2TL3YxoaGlixYgWjR48GYPjw4cTHx3uUKS8vZ/Pmze4yRUVFOJ1O1q5d6y7zySef4HQ63WVEJAKFWgtQeh+IS4amBji6y+raiIgf+TQGKC0tjcLCQo99qampZGZmuvfPmDGDOXPmMGDAAAYMGMCcOXNISUlh+vTpANjtdm655RYefPBBMjMzycjI4KGHHmLIkCHuQdWDBg1i4sSJ3HrrrTz77LMA3HbbbUyePJmBAy1cGl9EAuvwDnMbKi1AMTGQdS5UbDK7wUIlmIlIt/k8CLozDz/8MLW1tdx1111UVVUxcuRI3nvvPdLS0txl5s+fT1xcHNOmTaO2tpaxY8fy4osvEhsb6y7zyiuvcN9997lni02dOpUFCxb4u7oiEiqam0MvAIHZDVaxyRwIPXCi1bURET+xGYZhWF2JQKiursZut+N0OjUeSCQcOPfC/AsgJg5+VgGx8VbXyPTh4/DhXBhWDNfpS5hIoAXr81vXAhOR0OAa/9Pr7NAJP3DGTDBNhReJJApAIhIaQrH7C07PBDu4HSKzwVwkKikAiUhoCNUAlNEfsEHdUThx2OraiIifKACJSGgItSnwLgkp0DPfvK1uMJGIoQAkIqEh1BZBPJMuiSEScRSARMR6TY1Q9bV5OyPEWoDgjACkS2KIRAoFIBGxXtUuMJogPgXScq2uTWuaCSYScRSARMR6ru6vjP7m6suhRl1gIhEnBN9pRCTqhOoAaBdXAKraBY111tZFRPxCAUhErBfKA6ABUntDkh0wzCvDi0jYUwASEesdCdE1gFxsNsjUOCCRSKIAJCLWC9VFEM/kqtthtQCJRAIFIBGxVsNxqN5n3g7VMUBwum5HdlpbDxHxCwUgEbGWK1AkZ0BKhrV16YgrALnGK4lIWFMAEhFrhfoMMBd3F5gCkEgkiLO6AiIS5UJ9BphLxjnm9sRhqK2C5F7W1kdCTlOzwdqyI1TW1JGdlsQlBRnExtisrpa0QwFIRKzlHgAd4i1AiWnQwwHHKuDwTugz3OoaSQgp2VzO7KVbKXeeXicq157EzCmDmVgYgqubi7rARMRi4dICBBoHJG0q2VzOnYs2eIQfgApnHXcu2kDJ5nKLaiYdUQASEWuFYwDSYohySlOzweylWzHauM+1b/bSrTQ1t1VCrKQAJCLWOXHEHE8Dp8fYhDINhJYW1pYdadXycyYDKHfWsbbsSPAqJV5RABIR67jG/6SfBQmp1tbFGxmuLjC1AImpssa7a8N5W06CRwFIRKwTLlPgXc5cDdpQl4ZAdlqSX8tJ8CgAiYh1wmn8D0BGAWCDhho4Vml1bSQEXFKQQa49ifYmu9swZ4NdUhDCi3xGKQUgEbGOKwBlhEkLUFwi9Mw3b2sgtACxMTZmThkM0CoEuf49c8pgrQcUghSARMQ64XAR1JY0EFpamFiYy9M/uBiH3bOby2FP4ukfXKx1gEKUFkIUEWs0N59uRQmnAJTRH3a8r4HQ4mFiYS7jBzu0EnQYUQASEWvUlEPjCbDFQq9+VtfGe2oBknbExtgo6p9pdTXES+oCExFruAJEr7MhNt7SqvjkzJlgIhK2FIBExBrh2P0FkHlqwcYjO81uPBEJSwpAImKNcBwADWDvCzHx0FQP1Xutro2IdJECkIhYI9wWQXSJjTu1HhDqBhMJYwpAImKNcA1AcMYlMTQQWvyrqdlg9Y7D/K10H6t3HNZFVANIs8BEJPiaGqHqa/N2uHWBwenQphYg8aOSzeXMXrrV4+KqufYkZk4ZrLWEAkAtQCISfEd3Q/NJiEuGtDyra+M7VwDSatDiJyWby7lz0YZWV5avcNZx56INlGwut6hmkUsBSESC78zur5gwfBvSWkDiR03NBrOXbqWtzi7XvtlLt6o7zM/C8J1HRMJeOI//gdMBqGqX2Z0n0g1ry460avk5kwGUO+tYW3YkeJWKAgpAIhJ84XYV+JbSciE+BYwmMwSJdENlTfvhpyvlxDsKQCISfOG6BpCLzaaZYOI32WlJnRfyoZx4RwFIRIIv3AMQnDETTAFIuueSggxy7Um0d9lUG+ZssEsKMoJZrYinACQiwdVw4vQKypEQgDQTTLopNsbGzCmDAVqFINe/Z04ZrCvL+5kCkIgE15Gd5japJ6SE8TfaDK0FJP4zsTCXp39wMQ67ZzeXw57E0z+4WOsABYAWQhSR4Ar3AdAuuiq8+NnEwlzGD3awtuwIlTV1ZKeZ3V5q+QkMBSARCZimZqP1m3nEBKBTLUDVe6GxFuKTra2PRITYGBtF/TOtrkZUUAASkYBob1n/vzo2cRaEfwBKyYQkO9Q5zW69nAusrpGI+EBjgETE7zpa1r+ibIv5j3BdBNHFYyq8usFEwo0CkIj4VWfL+p9tqzDLZYR5AILTrViaCSYSdhSARMSvOlrW384xMm01AHxa3SuY1QoMrQUkErYUgETErzparr/gVOtPuZFBRV1ssKoUOO6ZYDutrYeI+EwBSET8qqPl+gts5QCUNTsiY1n/jHPMrVqARMKOTwHo6aefZujQoaSnp5Oenk5RURH/+Mc/3PcbhsGsWbPIy8sjOTmZK6+8ki1btngco76+nnvvvZesrCxSU1OZOnUqe/fu9ShTVVVFcXExdrsdu91OcXExR48e7fpZikjQdLSsf0GMGYAq48+KjGX9XV1gxyuhrtrauoiIT3wKQH369OHxxx/n008/5dNPP+Xqq6/muuuuc4ecefPm8eSTT7JgwQLWrVuHw+Fg/Pjx1NTUuI8xY8YMlixZwuLFi1m5ciXHjh1j8uTJNDU1uctMnz6d0tJSSkpKKCkpobS0lOLiYj+dsogEUkfL+p9zqgvs/MJhkbG4W5IdUnubtzUQWiSs2AzDaGuyhtcyMjL4zW9+w49+9CPy8vKYMWMGjzzyCGC29uTk5PDEE09w++2343Q66d27Ny+//DI33ngjAPv37yc/P5933nmHa665hm3btjF48GDWrFnDyJEjAVizZg1FRUV8/vnnDBw40Kt6VVdXY7fbcTqdpKend+cURaQL2loH6L3kn3GeUQbfWwwDJ1lYOz964RrYswa+/QIM+Y7VtREJe8H6/O7yGKCmpiYWL17M8ePHKSoqoqysjIqKCiZMmOAuk5iYyJgxY1i1ahUA69evp7Gx0aNMXl4ehYWF7jKrV6/Gbre7ww/AqFGjsNvt7jJtqa+vp7q62uNHRKwzsTCXlY9czZ9uHcV/3nQRf/rxSAbEHTDvDPdFEM/kngqvgdAi4cTnlaA3bdpEUVERdXV19OjRgyVLljB48GB3OMnJyfEon5OTw65duwCoqKggISGBXr16tSpTUVHhLpOdnd3qebOzs91l2jJ37lxmz57t6+mISAB5LOtfvR8aT4AtFnr2s7Zi/pSpgdAi4cjnFqCBAwdSWlrKmjVruPPOO7n55pvZunWr+36bzbNf3zCMVvtaalmmrfKdHeexxx7D6XS6f/bs2ePtKYlIMLhWS+7VD+ISrK2LP+miqCJhyecAlJCQwLnnnsuIESOYO3cuF154If/5n/+Jw+EAaNVKU1lZ6W4VcjgcNDQ0UFVV1WGZAwcOtHregwcPtmpdOlNiYqJ7dprrR0RCSKRcBLWlDC2GKBKOur0OkGEY1NfXU1BQgMPhYNmyZe77GhoaWLFiBaNHjwZg+PDhxMfHe5QpLy9n8+bN7jJFRUU4nU7Wrl3rLvPJJ5/gdDrdZUQkDEVsADrVBVZ3FE4csbQqIuI9n8YA/fSnP2XSpEnk5+dTU1PD4sWL+fDDDykpKcFmszFjxgzmzJnDgAEDGDBgAHPmzCElJYXp06cDYLfbueWWW3jwwQfJzMwkIyODhx56iCFDhjBu3DgABg0axMSJE7n11lt59tlnAbjtttuYPHmy1zPARCQEubqIXIEhUiSkQPpZUL3PDHkpl1hdIxHxgk8B6MCBAxQXF1NeXo7dbmfo0KGUlJQwfvx4AB5++GFqa2u56667qKqqYuTIkbz33nukpaW5jzF//nzi4uKYNm0atbW1jB07lhdffJHY2NPL4r/yyivcd9997tliU6dOZcGCBf44XxGxSqS2AIEZ6qr3mSEvXwFIJBx0ex2gUKV1gERCSNNJ+HUONJ+EGZuhZ77VNfKvpTNg/UK44v/C1T+3ujYiYS3k1wESEfHa0V1m+IlLMruLIo2uCi8SdhSARCTw3ON/+kNMBL7taCq8SNiJwHciEQk57vE//a2tR6C4p8LvgMgcVSAScRSARCTwXBcKjcQB0AC9zgZbDDQeh2Ot1zETkdCjACQigRfJM8DAXNm6Z1/ztsYBiYQFBSARCbzDEd4CBJ7dYCIS8hSARCSwGmvBeerafJE6BgjOuCq8ApBIOFAAEpHAOrLT3CbZISXT2roEUqZagETCiQKQiATWmeN/bDZr6xJICkAiYUUBSEQCK9IHQLu4xgAd2QnNzdbWRUQ6pQAkIoEVDQOgwZwFFhMPTfVQvdfq2ohIJxSARCSwIn0RRJeYWMgoMG9rKrxIyFMAEpHAipYWINAlMUTCiAKQiARObRWcOGTezojwFiCAjHPMrWvmm4iELAUgEQkcV0tIDwck9rC2LsGgq8KLhA0FIBEJHFcQyBpgbT2CRV1gImFDAUhEAufQl+Y2Gsb/wOluvqqvoanR0qqISMcUgEQkcKJlDSCXtFyITwGjCY7utro2ItIBBSARCZxo6wKLiTk9EFrjgERCmgKQiARGc3N0TYF30SUxRMKCApCIBEb1PjhZCzFx0LOf1bUJHvclMRSAREKZApCIBMbhUwOgexVAbJy1dQkm90wwdYGJhDIFIBEJDFcXULSM/3Fxd4FpMUSRUKYAJCKBEW1T4F1cXWDOPdBYZ21dRKRdCkAiEhjRNgXeJTULEu2AAVVlVtdGRNqhACQigeEaAxRtXWA2G2RqKrxIqFMAEhH/a6yDo3vM29HWAgS6JIZIGFAAEhH/O7ITMMyuoNTeVtcm+DQVXiTkKQCJiP+5x//0N7uEoo1agERCngKQiPhftI7/cXGPAVIAEglVCkAi4n+HXC1AURqAXF1gxyqgvsbauohImxSARMT/zuwCi0bJPSEly7ytViCRkKQAJCL+F+1dYABZ55lb14KQIhJSFIBExL9OHIHaKvN2xjnW1sVKrvB36Atr6yEibVIAEhH/crV4pPeBhFRr62IldwuQApBIKFIAEhH/ivbxPy69B5pbBSCRkKQAJCL+pfE/Jtf5H/4KmpusrYuItKIAJCL+Fa0XQW3Jng9xSdDUAEd3WV0bEWlBAUhE/Cva1wByiYk9/TvQTDCRkKMAJCL+03TydAtQtHeBwenfwcHt1tZDRFpRABIR/6n6GpobIT7F7AKKdpoJJhKyFIBExH8OnWrpyDwXYvT2cnotIHWBiYQavUOJiP+4unpcU8CjnXsq/HYwDGvrIiIeFIBExH9cXT1ZCkDAqYui2syVsU8ctro2InIGBSAR8R93C9B51tYjVCSkQM9TY6E0DkgkpCgAiYh/GMbpsS5qATotSytCi4QiBSAR8Y/q/dBQA7bY6L4IakuumWAHFYBEQokCkIj4h2sGWMY5EJdgbV1Cia4KLxKSFIBExD9cLRyaAeZJawGJhCSfAtDcuXP5xje+QVpaGtnZ2Vx//fVs3+65wqlhGMyaNYu8vDySk5O58sor2bJli0eZ+vp67r33XrKyskhNTWXq1Kns3bvXo0xVVRXFxcXY7XbsdjvFxcUcPXq0a2cpIoHnagHK0gBoD65AeHQ3NNZaWxcRcfMpAK1YsYK7776bNWvWsGzZMk6ePMmECRM4fvy4u8y8efN48sknWbBgAevWrcPhcDB+/HhqamrcZWbMmMGSJUtYvHgxK1eu5NixY0yePJmmptNXTJ4+fTqlpaWUlJRQUlJCaWkpxcXFfjhlEQkItQC1LSUTknsBxunLhIiI9YxuqKysNABjxYoVhmEYRnNzs+FwOIzHH3/cXaaurs6w2+3GM888YxiGYRw9etSIj483Fi9e7C6zb98+IyYmxigpKTEMwzC2bt1qAMaaNWvcZVavXm0Axueff+5V3ZxOpwEYTqezO6coIt6a198wZqYbxt71Vtck9PxhvPm72fRXq2siEvKC9fndrTFATqcTgIyMDADKysqoqKhgwoQJ7jKJiYmMGTOGVatWAbB+/XoaGxs9yuTl5VFYWOgus3r1aux2OyNHjnSXGTVqFHa73V2mpfr6eqqrqz1+RCRIThyB4wfN2+oCa02XxBAJOV0OQIZh8MADD3DZZZdRWFgIQEVFBQA5OTkeZXNyctz3VVRUkJCQQK9evTosk52d3eo5s7Oz3WVamjt3rnu8kN1uJz9fF2IUCRrXAN/0PpDYw9q6hCLXWkAHP7e2HiLi1uUAdM899/DZZ5/xpz/9qdV9NpvN49+GYbTa11LLMm2V7+g4jz32GE6n0/2zZ88eb05DRPxBK0B3LHuQua1UABIJFV0KQPfeey9vvfUWH3zwAX369HHvdzgcAK1aaSorK92tQg6Hg4aGBqqqqjosc+DAgVbPe/DgwVatSy6JiYmkp6d7/IhIkOgaYB3rfb65PfwlnGywti4iAvgYgAzD4J577uGNN97g/fffp6CgwOP+goICHA4Hy5Ytc+9raGhgxYoVjB49GoDhw4cTHx/vUaa8vJzNmze7yxQVFeF0Olm7dq27zCeffILT6XSXEZEQ4uraUQtQ2+x9ICENmk/CkR1W10ZEgDhfCt999928+uqr/O1vfyMtLc3d0mO320lOTsZmszFjxgzmzJnDgAEDGDBgAHPmzCElJYXp06e7y95yyy08+OCDZGZmkpGRwUMPPcSQIUMYN24cAIMGDWLixInceuutPPvsswDcdtttTJ48mYED9Q1TJOQcVAtQh2w2yD4f9q6Dyq2nu8RExDI+BaCnn34agCuvvNJj/8KFC/nhD38IwMMPP0xtbS133XUXVVVVjBw5kvfee4+0tDR3+fnz5xMXF8e0adOora1l7NixvPjii8TGxrrLvPLKK9x3333u2WJTp05lwYIFXTlHEQmkumpw7jZv64O9fdmDTgUgjQMSCQU2wzAMqysRCNXV1djtdpxOp8YDiQTSnrXwwnhIy4UH9eHerjVPQ8mjcP5kuOkVq2sjErKC9fntUwuQiEgrlVvNrVp/OuYaCK2p8D5pajZYW3aEypo6stOSuKQgg9iYjmcVi3hDAUhEuqdym7nNHmxtPUKd6/dzZKd5TbD4ZGvrEwZKNpcze+lWyp117n259iRmThnMxMJcC2smkUBXgxeR7nG3ACkAdahHNiRngNGsK8N7oWRzOXcu2uARfgAqnHXcuWgDJZvLLaqZRAoFIBHpngPqAvOKzaYFEb3U1Gwwe+lW2hqg6to3e+lWmpojcgirBIkCkIh03bGDcOIQYDs9xkXa5w5AW62tR4hbW3akVcvPmQyg3FnH2rIjwauURBwFIBHpOtcHeUYBJKRYW5dw4A5A26ytR4irrGk//HSlnEhbFIBEpOs0ANo3vU8FoIMKQB3JTkvyazmRtmgWmIh0XeUWc6vxP95x/Z6O7ob6GkhM67h8lLqkIINcexIVzro2xwHZAIfdnBIfLJqOH3kUgESk69wtQApAXknJgB4OOFYBB7dDnxFW1ygkxcbYmDllMHcu2oANPEKQK3LMnDI4aAFE0/Ejk7rARKRrDOOMAHSBtXUJJ9mnBotrHFCHJhbm8vQPLsZh9+zmctiTePoHF3sEj6Zmg9U7DvO30n2s3nHYr7PDNB0/cqkFSES6xrkHGo5BTDxk9re6NuEjezDs/FAzwbwwsTCX8YMdHXY9BbJ1prPp+DbM6fjjBzvUHRaGFIBEpGtc6/9knQex8dbWJZy4Bowf2GJtPUJEZ2NrYmNsFPXPbPOxrtaZlgHF1TrTsqXIV75Mx2+vjhK6FIBEpGt0DbCucRSa24pNZjeiLXpbDrrTehOM1hlNx49sGgMkIl3jasHI0RR4n/QeBLZYqD0CNdE7fqS7Y2uCsViipuNHNgUgEemaik3m1jHU2nqEm/gk6D3QvO36HUYZf1zqIhitM67p+O21H9kwW6yCOR1f/EcBSER813ACDn9p3nYMsbYu4SjH1Q32mbX1sIg/Wm+C0Trjmo4PtApBVkzHF/9SABIR31VuM69qntobeuRYXZvw4wqNFZutrYdF/NF6E6zWGV+m40t40SBoEfGdq+XCMTSqB/F22ZkDoaOQP1pvgrlYojfT8SX8KACJiO/c43/U/dUlOad+b0d2Qv0xSOxhbX2CzF+XunC1zrScSeZoMZPMH5ex6Gg6voQnBSAR8Z27BUgBqEt69Ia0XHMWWOVWyL/E6hoFlT9bbzprndFlLKQ9GgMkIr5pbjo9BV4zwLouygdC+3Nsjat15rqLzqKof6ZH+NFlLKQ9agESEd8c2QmNJyAuWZfA6A7HEPhqWdSOA4LAjq3RZSykMwpAIuIbV4tFzgU0EcPaHYc1MLQronwmmEugxtboMhbSGQUgEfHNqRaL3Yn9ufGJ9zW2oqtcAejAFrNbMSbW2vpEGF3GQjqjMUAi4ptTAeiZ7T00tqI7Ms6B+BQ4WQuHd1hdm4ijy1hIZxSARMQnxqkAtLW5X+v7Tm07u4yBYLb45Fxg3o7SgdCB5OtCiU3NBqt3HOZvpftYveOw/n6jgLrARMR7NRXYjh2gybCx3ejTZhGNrejYmWvSjEwZiIN1sH8jDPmO1VWLKL5MtddU+eikFiAR8d7+jQB8afShlo67DjS2orWSzeVc9sT7fO/5Ndy/uJTfbkkF4MiXn1hcs8jkzVR7TZWPXmoBEhHv7dsAwKbmgk6LamyFJ9cH7ZktEZ81nwNAwsFNlGzay8QhbbeqSdd1NNVeU+Wjm1qARMR7+80A9HXSwIBfhDKStPdB+5VxFieMRHrY6njxrf/VuJMAaW+hRH9clV7ClwKQiHjHMNxdYJddMR6gVQjy90UoI0V7H7TNxLDZOBuAvONb9UEbZJoqH90UgETEO0d3w4nDEBNP0egr/XYZg2jQ0QeoqxtsSEyZPmiDTFPlo5vGAImId061/pAzGOISA3oZg0jT0QeoKwBdGLODen3QBpW/rkov4UkBSES8c2r8D3kXu3cF6jIGkaajD9rPDDMAXRCzm7i+acGvXBTz51XpJfyoC0xEvONqAcobZm09wpDrgxZaj5vabeRQbaSQSAOxhz4PfuUCKBwWF/TnVeklvKgFSEQ619wM+0vN22dd3GFRaZvrg7blgns59hQa7BdC5WozZOYOtbCW/hNOiwuqOzc6KQCJSOeO7ID6aohLgt7nW12bsNXuB+3/fnQqAG2A4TdbXc1ua2vNIzi9uGAotqyoOzf6KACJSOf2rTe3jqEQG29tXcJcmx+0rlY11+85jGlxQQkXGgMkIp3bc+pSDfmXWFuPSHXWCHN7YCvUH7O2Lt2kxQUlXCgAiUjn9qw1twpAgWE/C9L7gNF0erZdmNLighIuFIBEpGN11VC51bzdRwEoYFzhck94XxhViwtKuFAAEpGO7VsPRjP07AvpoTVwNaLkjzS3rta2MOVa80jXipNQpwAkIh1zfSCr9Sew3C1Aa81lB8JUR2seaXFBCSUKQCLSsb2u8T8jra1HpHMMgbhkqDvKxtJPQ3rxwM5ocUEJB5oGLyLta26GPevM2xoAHVix8RzpeQEZhz7l1df/wl+argRCd/HAzmhxQQl1agESkfYd2g71TohPgZxCq2sT0Uo2l7O4Ig+A4bYv3PtdiweWbC63qmpd5lrz6LqLzqKof6bCj4QUBSARaZ9r/M9ZwyFWDcaB4lo8cH3zAACGx3zpvs/VATZ76daw7A4TCVUKQCLSvt2rza26vwLKtXjghlMBaEDMPnpS475fiweK+J8CkIi0zTDg65Xm7bMvs7YuEc61KGAV6XzRfBYAI2NaXxleiweK+I/PAeijjz5iypQp5OXlYbPZePPNNz3uNwyDWbNmkZeXR3JyMldeeSVbtmzxKFNfX8+9995LVlYWqampTJ06lb1793qUqaqqori4GLvdjt1up7i4mKNHj/p8giLSRUd3gXMPxMRpBliAnbko4Jpmcwr5qJitHZYTke7xOQAdP36cCy+8kAULFrR5/7x583jyySdZsGAB69atw+FwMH78eGpqTjfnzpgxgyVLlrB48WJWrlzJsWPHmDx5Mk1NTe4y06dPp7S0lJKSEkpKSigtLaW4uLgLpygiXeJq/TlrOCSkWluXCHfm4oFrmgcBngFIiweK+J/PoxonTZrEpEmT2rzPMAyeeuopfvazn3HDDTcA8NJLL5GTk8Orr77K7bffjtPp5IUXXuDll19m3LhxACxatIj8/HyWL1/ONddcw7Zt2ygpKWHNmjWMHGl+83z++ecpKipi+/btDBw4sKvnKyLeUvdX0LgWD7xz0QbWngpAg2L20ItqjpIOaPFAEX/z6xigsrIyKioqmDBhgntfYmIiY8aMYdWqVQCsX7+exsZGjzJ5eXkUFha6y6xevRq73e4OPwCjRo3Cbre7y7RUX19PdXW1x4+IdJHG/wSda/HAeHsO25v7AOY4IC0eKBIYfg1AFRUVAOTk5Hjsz8nJcd9XUVFBQkICvXr16rBMdnZ2q+NnZ2e7y7Q0d+5c93ghu91Ofn5+t89HJGpp/I8lJhbmsvKRq7EPugqAmUOOsPKRqxV+RAIgILPAbDbPZlrDMFrta6llmbbKd3Scxx57DKfT6f7Zs2dPF2ouIoDG/1goNsaG48LxAORWfapuL2mlqdlg9Y7DYX25lFDg15XNHA4HYLbg5Oae/sZSWVnpbhVyOBw0NDRQVVXl0QpUWVnJ6NGj3WUOHDjQ6vgHDx5s1brkkpiYSGJiot/ORSSqqfvLWv0uNbeVW+H4IUjNsrY+EjJKNpcze+lWyp2nl0QI18ulWM2vLUAFBQU4HA6WLVvm3tfQ0MCKFSvc4Wb48OHEx8d7lCkvL2fz5s3uMkVFRTidTtauXesu88knn+B0Ot1lRCRADAN2fgjA1sQL9S3TCqlZkG1Oh6dshbV1kZBRsrmcOxdt8Ag/EN6XS7GSzy1Ax44d46uvvnL/u6ysjNLSUjIyMujbty8zZsxgzpw5DBgwgAEDBjBnzhxSUlKYPn06AHa7nVtuuYUHH3yQzMxMMjIyeOihhxgyZIh7VtigQYOYOHEit956K88++ywAt912G5MnT9YMMJFAq9wKNeXUkcC3/t5MPaWAvmUGXf+rzdfiq/eh8NtW10Ys5rpcSltfQwzMpRJmL93K+MEOdZt6yecWoE8//ZRhw4YxbNgwAB544AGGDRvGL37xCwAefvhhZsyYwV133cWIESPYt28f7733Hmlpae5jzJ8/n+uvv55p06Zx6aWXkpKSwtKlS4mNjXWXeeWVVxgyZAgTJkxgwoQJDB06lJdffrm75ysinfh85RIAVjcNop4E9359ywyyc8ea26+Wm61yEtVcl0tpjy6X4jubYUTm/6zq6mrsdjtOp5P09HSrqyMSFpqaDdb/xxVcYnzG7MZiFjZ5rvllAxz2JFY+crW+ZQZaYx08cTacrIU7PgZHodU1Egv9rXQf9y8u7bTcf950EddddFbgKxRAwfr81rXARMTt0y/3cWHzNgA+ah7a6n59ywyi+CQouNy8/dVya+silvP2Mii6XIr3FIBExK3563+SaGtkr5HFDiOv3XK6KGeQnGuOi1QAkjMvl9IWXS7FdwpAIuJ2dtUaAD5qGgrtvtXqW2bQuALQ7jVQX9NxWQtoPZrgcV0uBVr/z3T9W5dL8Y1f1wESkTBmGDgOmFOu2+r+gtNjgPQtM0gy+0OvAqgqg7J/wvnftLpGblqPJvhcl0tp+Xt36PfeJQpAImI6+Dm2qjKaYhL4Z/NQbOAx5VbfMi1y7jhY9zx8URIyAci1Hk3L9h7XTEFduyxwJhbmMn6wg7VlR6isqSM7zfxCov+TvlMXmIiYPn8bgNj+V/G7H4zGYffs5tJFOS0y8NRMvO3/gOYmwNqup87WowFzPRp1hwVObIyNov6ZXHfRWRT1z1T46SK1AImI6VQA4vxv6ltmKDn7cki0w/FK2LuOkup+lnY9+bIeTVH/zIDXR6Sr1AIkIlBdDvs3ADY4z2xx0LfMEBGXAOddA0DZytcsvxSCtzMANVNQQp0CkIjA9nfMbZ8RkNb2BYfFQudfC0D8F+9gtNH51LLrKZBdZFqPRiKFusBEBLYtNbcDQ2OQrbRw7jiaYxLo01zBQNsetht9WxVxdT0teP8rFq/bHbAuMtd6NBXOujbHAWmmoIQLtQCJRLtjB6HsI/P24OusrYu0LbEHB7IvBWBS7NoOi85f/kVAu8i0Ho1ECgUgkWi39U0wmiBvmLnujISkY/0nAzA1ZhW02fbSPn/PznKtR6OZghLO1AUmEu02/dXcFn7H2npIh865bBp1Hz/GOTEVDLXt5DPDt7Dq79lZmiko4U4BSCSaHd0De9YANii8weraSAdik9OpzB9H7p53uD72Yz47eToAtVy0siOu2VlNzUa3w4trpqBIOFIAEolmm183t/0uhfT2L34qoSH3spvhT+9wXdwafnXyBzSfGsXgsCdx0zfymb/8y06PkZ2WpMtYiKAAJBK9DAP+tdi8PeTb1tZFvHPuWEjOILP2CH+/tokv0y52t94ALF63p9PZWVXHG7j7VV3GQkSDoEWi1d51cHAbxCXDBer+Cgux8XDBtwAYfGCpxyKV3szO+vdrB/Efb+syFiKgACQSvTa8ZG4vuB6Se1pZE/HFxf9mbre9BccPe9zV2eysXqmJXl/GwsrrjYkEg7rARKJRXTXG5jewAf9M/yZxOw5rBk+4yLsIci+C8lIofQUuvc/j7o5mZ/2tdJ9XT7FsawUP/LlUY4QkoqkFSCQKbX5vIbbGE3zVnEfxshi+9/waLnvi/aBcS0r8YMT/MbfrXzTHcrXQ3nXcvL08xf/7+GtLrzcmEgwKQCJRpmTTfmI+fQGA15quxDVCRB9wYaTwO5DQA47sgK//6fXDXJex6Kidr71GQI0RkkijACQSRZqaDd5+6zUGx+zihJHIn5uudN+nD7gwktgDhk4zb6952uuHeTNQuqOX/swxQiLhTgFIJIqsLTvCt+reBODPTWNw0sPjfn3AhZFRdwE22P4OHPzC64d1NFD6lkvP9uoYrsUURcKZBkGLRJET+7cwNraUZsPGwqaJ7ZbTB1wYyBoAA78J29+GVf8F1y3w+qHtDZReW3aEFz7+utPHezuWSKzhj1W+o4ECkEgUKdz1MgDLmoezy3C0W04fcGHi0vvNAPTZa3D1zyGt/de0pbYuY+EaI9TZYoquhRcl9GiVb++pC0wkWhzZSfYO89IXz52c3GYRG+abpT7gwkTfkZA/EpoaYNV/d/tw3owRmjllsFoTQlTJ5nLuXLRBM/i8pAAkEoHaXMTuo99iM5o4mHMZG4zz9AEXKa542NyufR6c3q3z05HOFlNUK0Joamo2mL1Uq3z7Ql1gIhGmrSbwb6Qd4bWTi4kBek+ZzdNHz2pVxqFm8vB07ljoOxp2r4KPfgNTnur2ITtaTFFC09qyI16v8t2y6zNaKQCJRBBXE3jL73g/rnuRmNgmKh1jyO4zgol90AdcpLDZYOwvYOFE2PgyjL4XMvt3+7BtjRGS0OXtxAVNcDhNXWAiEaK9JvCimC1cE/spJ40Y7j98g7sJvL3VgiUM9SuCAROg+SS8+zOrayMW8HbigiY4nKYAJBIh2moCj6WJX8T9EYBFTeNYXdNba/xEqgm/gph4+OIf8Pk7VtdGgqyzVb41waE1BSCRCNFW0/atsW8zKGYPR41Unjr57XbLSQToPRCK7jZv/+MRaDhhbX0kqDSDz3cKQCJhqK1ZXi2bts+x7ecncea09/9oLOYoaYCawCPamIchvQ84d8P7/2F1bSTIfJnB1+ZM0SijQdAiIaazVVzbW+js368d5F7ELpaT/Db+GRJtjXzYdCGvN1+uReyiQUIqTJ4Pr34X1vweBoyH/ldbXSsJIm9m8GmxRJPNMIyIjH3V1dXY7XacTifp6elWV0fEK529MbU3y8v11nbbFQU891EZj8T9iTvillJtJDOx/gnKyQLQOi7R4u8PwKcvQA8H3LkKUjWbS0ydvYeEwntEsD6/1QUmEiI6W8X1nc/2d7rQ2Vv/KucvVzm5I24pAA833s5+srSIXbSZ8CvIOg+OVcBf/w80NVpdIwkBviyWGA1dZOoCEwmytrq4gA7fmGzAz/+2mSPH2/8gM4CM6s8Ztu7XAJQP/DcmDbqNm7XGT/RJSIHvvggvTICyFVDyGFz7W6trJRbzdrHEBe9/xeJ1uyO+i0wBSCSI2uviuukb+Z2+MXUUfgDyOMT/S5hH7MnjUDCG3O/+juviEvxVdQk3ORfADc/B4u/DuuehZ1+49D6rayUW8nYG6PzlX7Ta52qJjqSWZAUgCajOBvRGmo7Ot72+9wpnHfOXf9mt5z2Lg7ya8GtybEc5YT+PlGl/BIUfOf9aGDcLls+EZf8OsQkw6g6rayUW6c4MUFdL9OylWxk/2EFsjM0v7+9tHSNY3W0KQBEqUH+Yvhwj3GYadHa+XZ2dNXPKYMYPdnTa9+6NjNQEqo43eDymn62CVxLm0Md2iL3kkPvDNyC5pw9HlYh22QxoOA4fzYOSR6DxBFz2E/MSGhJVXIslVjjrfHrfcTnzemLO2oZO39+7+p55/eBeXT1Fn2gWmJ9190PUH8/hbfDorLWiO8fwZaZBKLQSeTP7qjuzs2aMG9CtVh7XFPZ/v3Ywd7+6ATDfjC6N2cT/xP8XPW3H2dmcy64pi7nqGxd1+XkkQhkG/O8vYeWT5r8v/jf45u/UShiFXO9V4Pnly4b3X8Z+dOnZLPz46w7f34Euv2c21Z9gz1PTAv75rQDkR939EHXpTjDxNnh0dBygW8f492sH8R9vb2t3TIvrw3zlI1ezbGtFt79FeFumPd5OLW/v/v+ZPqzT87Unx3O01ruZOC3fiNr6vf/qrU1cd/wv/CTur8TZmtlsG0Dltf+Pq0cM9eo5JEp98pzZCmQ0Q94w+PYLfrlwqoSXjsYievNFLSM1gSPHG9q8zwbYU+Jxnmjs8ntmswJQ9wQiAHVlfIe3H6L+CCbefBCf2YrQ1nEMoGdKPEdPtP1h7e0xvPGTcefx1PIvuvUtArxrrWrvtWtqNrjsifc7HIAcY4P2uqRtQK/U+E4HKHvrJ+PO63z2RcVmjKX3Y9v3KQCV53ybzJv+h9iEZL/UQSLcF+/CG7dB3VFI6AFXPgYjb4fYeKtrJkHU3mzUy554v90uMn+833lzDAWgbupKAOpqy8v4wY5uf4j6I5h4+4fZUXr3lj+O0bODVhFvvkW4AlJnrVXQfoiyJyfwvefXdOs8vNUzOR5nbevzAc9WMaDtv8Pq/fDBHNi4CDAg0Q7fnAdDb9R4DvGNcy+8cTvsWmn+O2sgjP0FDPwmxGh5uGjWURcZmN1fL3z8dUDroADUTb4GoO60vHR3fIeLP0JFtLABOemJgI2K6g66njoJUcH4z+ziavGCjru4PBgGlJfCmmdg81+h+aS5/4JvmYvd2fsEutoSqZqboXQRLJ8FJw6b+7IHw6i74ILrITHNytqJhTr6PAzGl0YFoG7yJQB11H3lTcuLL+M7JHR+Z/7svmprdtaZz+PLmCeam6HiM/jyPdj0Fzh0xpoc/S6FsTOh78hu11kEgNoq+Pi/YN0foL7a3BefCoOnwnkTof9VkGS3to4SdJ0NG+jqTDKXjt4zjfoT7FYA6jpvA5A3Y0DCSWcfxMHov21Zvq3WDn+1mvlDR78zMLsvDaPtsU3tzc46837oZNZb75PEVm6Cik2wbwN8vRJqj5w+SFwSnD8Ziu6Cs4Z382xF2lF7FNYvNLtYD391en9MHORdDH1GmH9/jiHQq0AzyKJYZzPJerbT8u4q09l7ZrMCUPd4G4BW7zjsl+a8jsZ3QOcfov4IJt58ELsGSnc0yM3VbdSdY7jq8h9vdzxuqrvfIvzBNaUT2j5f1wD29u5/+gcXM/ECB+9u2sO8v39GVXUNiTSSaGvg7B7N3D0qg2/kxJjftGur4FglOPfA0T3g3A11ztaVSkiDsy+FQVNh0BRI0gV9JUgMA/ashW1vma2Qh1qvCowtBuz55gyytFxI7Q09cqBHttlalNADEnuc2qZDfLI5yDomTuPVIoQ3w0ag8xmtbR3joavy+U7RQAWgrnIHoCdHkp58xnqPLc7WWdvAvqN12HxYoq6t/75ZPRI4fKy+jbLmMXqdamVo7xgOexKHjtXT1NTc7jFiYmw0tzGS2nWsnPREUhPjOF7fyOHjDZxsOl02PtZGRmoCqQmxHG9oovLUuJm2zqV3WiI2DI4cb/BYkTMuxkav1HhS4mM50djEoZr6do+R2SOBlPhYDAzqTzbT3GwQE2MjMc6G7dQjahubzhjz1Pq8zNDY/vnGnrrhOs22X8O2959Z554p8TQbcKyu0eP5Ymw2eiTGkRgXQ/3JJo7Xn6TpjPtjbdAj3kaC0QBN9ebU4i6xQdYAyCk0v133uxTOulizciQ0VH0Nuz+Bfeth36dwcDs0HOv68WLiT4WhU1tXMMJ26j+m7VRIOnMb08a+ltvunqj4ygBO1DfR2NxMfEwMKYmx7pehuu4kFc46Gs/4TIuPjcFhTyI9Ka7DY9TUnsT+wCcKQL///e/5zW9+Q3l5ORdccAFPPfUUl19+eaePcwegR9NIT9T/DAmy2ASITTQHkib3OvXT0/xJyYKe+WDva2579jMvXikSDgwDjh2Awzugqsy8fezgqW2lOY6o4RjUHzO3jSesrrGEmep6A/vjNdEdgF577TWKi4v5/e9/z6WXXsqzzz7LH/7wB7Zu3Urfvn07fKw7AG14k/S01Bb3nrEyswEP/LmUI8fb774yW1XM2TcGYJx6vOso948dcGoNBRtNhsHn5TUcrW2gZ3IC5+emt1oJ+vOKGqpONNIrJYHzc9OIdTUJ22x8UnaYl1bt4vCx061FGT0S+OHosxlZkHmqzgbbymuoOtFAr5QEBnk8Rxthr50m5yYDtu6vdh9ncF46sW1OgW0nQNrMAXHmMerplZLI4LPsp8+n00PY3PXYst9J1fEGeqUmcEFeT2JPVWPVjkM891EZB8/4fWT1SOD2K85hdP8ssNn4+KtDPPfRTg6dKmMAWT0SuX3MOQD8+u1tp/bbWjwz/PTawVx2blab5+bVScTEmmN04pIgLtH8iU3UVGIRl6aTcLIOmhuhyfXTYM5odN9uAgwzXLW5be7gvlNbiRjVNcexX3x9dAegkSNHcvHFF/P000+79w0aNIjrr7+euXPndvjYrswCg/b7K6HzBfn8JRQuDRFKursSdLhdk0xEJJoF60oOIRuAGhoaSElJ4S9/+Qvf+ta33Pvvv/9+SktLWbFihUf5+vp66utPj8Gprq4mPz/fL+sAhdI1q6Rr9NqJiISHYAWgkL0a/KFDh2hqaiInJ8djf05ODhUVFa3Kz507l9mzZ3f5+SYW5jJ+sKPDD8nYGBtF/TO7/BxiHb12IiJyppANQC62FmMxDMNotQ/gscce44EHHnD/29UC5At9SIqIiESHkA1AWVlZxMbGtmrtqaysbNUqBJCYmEhiYmKwqiciIiJhLGSnqiQkJDB8+HCWLVvmsX/ZsmWMHj3aolqJiIhIJAjZFiCABx54gOLiYkaMGEFRURHPPfccu3fv5o477rC6aiIiIhLGQjoA3XjjjRw+fJhf/vKXlJeXU1hYyDvvvEO/fv2srpqIiIiEsZCdBt9dwZpGJyIiIv4TrM/vkB0DJCIiIhIoCkAiIiISdRSAREREJOooAImIiEjUUQASERGRqKMAJCIiIlFHAUhERESijgKQiIiIRB0FIBEREYk6IX0pjO5wLXBdXV1tcU1ERETEW67P7UBfqCJiA9Dhw4cByM/Pt7gmIiIi4qvDhw9jt9sDdvyIDUAZGRkA7N69O6C/wFBTXV1Nfn4+e/bsiaproOm8dd7RQOet844GTqeTvn37uj/HAyViA1BMjDm8yW63R9Ufjkt6errOO4rovKOLzju6ROt5uz7HA3b8gB5dREREJAQpAImIiEjUidgAlJiYyMyZM0lMTLS6KkGl89Z5RwOdt847Gui8A3veNiPQ88xEREREQkzEtgCJiIiItEcBSERERKKOApCIiIhEHQUgERERiTphG4B+/etfM3r0aFJSUujZs2ebZXbv3s2UKVNITU0lKyuL++67j4aGhg6PW19fz7333ktWVhapqalMnTqVvXv3BuAM/OPDDz/EZrO1+bNu3bp2H/fDH/6wVflRo0YFsebdd/bZZ7c6h0cffbTDxxiGwaxZs8jLyyM5OZkrr7ySLVu2BKnG3ff1119zyy23UFBQQHJyMv3792fmzJmd/l2H4+v9+9//noKCApKSkhg+fDj//Oc/Oyy/YsUKhg8fTlJSEueccw7PPPNMkGrqH3PnzuUb3/gGaWlpZGdnc/3117N9+/YOH9Pe///PP/88SLXuvlmzZrWqv8Ph6PAx4f5aQ9vvXzabjbvvvrvN8uH6Wn/00UdMmTKFvLw8bDYbb775psf9XX1Pfv311xk8eDCJiYkMHjyYJUuW+Fy3sA1ADQ0NfPe73+XOO+9s8/6mpiauvfZajh8/zsqVK1m8eDGvv/46Dz74YIfHnTFjBkuWLGHx4sWsXLmSY8eOMXnyZJqamgJxGt02evRoysvLPX5+/OMfc/bZZzNixIgOHztx4kSPx73zzjtBqrX//PKXv/Q4h5///Ocdlp83bx5PPvkkCxYsYN26dTgcDsaPH09NTU2Qatw9n3/+Oc3NzTz77LNs2bKF+fPn88wzz/DTn/6008eG0+v92muvMWPGDH72s5+xceNGLr/8ciZNmsTu3bvbLF9WVsY3v/lNLr/8cjZu3MhPf/pT7rvvPl5//fUg17zrVqxYwd13382aNWtYtmwZJ0+eZMKECRw/frzTx27fvt3jtR0wYEAQauw/F1xwgUf9N23a1G7ZSHitAdatW+dxzsuWLQPgu9/9boePC7fX+vjx41x44YUsWLCgzfu78p68evVqbrzxRoqLi/nXv/5FcXEx06ZN45NPPvGtckaYW7hwoWG321vtf+edd4yYmBhj37597n1/+tOfjMTERMPpdLZ5rKNHjxrx8fHG4sWL3fv27dtnxMTEGCUlJX6veyA0NDQY2dnZxi9/+csOy918883GddddF5xKBUi/fv2M+fPne12+ubnZcDgcxuOPP+7eV1dXZ9jtduOZZ54JQA2DY968eUZBQUGHZcLt9b7kkkuMO+64w2Pf+eefbzz66KNtln/44YeN888/32Pf7bffbowaNSpgdQy0yspKAzBWrFjRbpkPPvjAAIyqqqrgVczPZs6caVx44YVel4/E19owDOP+++83+vfvbzQ3N7d5fyS81oCxZMkS97+7+p48bdo0Y+LEiR77rrnmGuOmm27yqT5h2wLUmdWrV1NYWEheXp573zXXXEN9fT3r169v8zHr16+nsbGRCRMmuPfl5eVRWFjIqlWrAl5nf3jrrbc4dOgQP/zhDzst++GHH5Kdnc15553HrbfeSmVlZeAr6GdPPPEEmZmZXHTRRfz617/usCuorKyMiooKj9c3MTGRMWPGhM3r2xan0+nVRQPD5fVuaGhg/fr1Hq8TwIQJE9p9nVavXt2q/DXXXMOnn35KY2NjwOoaSE6nE8Cr13bYsGHk5uYyduxYPvjgg0BXze++/PJL8vLyKCgo4KabbmLnzp3tlo3E17qhoYFFixbxox/9CJvN1mHZcH+tz9TV9+T2/gZ8fR+P2ABUUVFBTk6Ox75evXqRkJBARUVFu49JSEigV69eHvtzcnLafUyoeeGFF7jmmmvIz8/vsNykSZN45ZVXeP/99/nd737HunXruPrqq6mvrw9STbvv/vvvZ/HixXzwwQfcc889PPXUU9x1113tlne9hi3/LsLp9W1px44d/Pd//zd33HFHh+XC6fU+dOgQTU1NPr1Obf1/z8nJ4eTJkxw6dChgdQ0UwzB44IEHuOyyyygsLGy3XG5uLs899xyvv/46b7zxBgMHDmTs2LF89NFHQaxt94wcOZI//vGPvPvuuzz//PNUVFQwevRoDh8+3Gb5SHutAd58802OHj3a4RfXSHitW+rqe3J7fwO+vo+H1NXgZ82axezZszsss27duk7Htri0laQNw+g0YfvjMd3Vld/F3r17effdd/nzn//c6fFvvPFG9+3CwkJGjBhBv379ePvtt7nhhhu6XvFu8uW8f/KTn7j3DR06lF69evGd73zH3SrUnpavpRWvb0tdeb3379/PxIkT+e53v8uPf/zjDh8bqq93R3x9ndoq39b+cHDPPffw2WefsXLlyg7LDRw4kIEDB7r/XVRUxJ49e/jtb3/LFVdcEehq+sWkSZPct4cMGUJRURH9+/fnpZde4oEHHmjzMZH0WoP5xXXSpEkePRYtRcJr3Z6uvCf74308pALQPffcw0033dRhmbPPPturYzkcjlYDoqqqqmhsbGyVHM98TENDA1VVVR6tQJWVlYwePdqr5/WXrvwuFi5cSGZmJlOnTvX5+XJzc+nXrx9ffvmlz4/1p+78DbhmNX311VdtBiDXzJKKigpyc3Pd+ysrK9v9mwgWX897//79XHXVVRQVFfHcc8/5/Hyh8nq3JSsri9jY2Fbf5jp6nRwOR5vl4+LiOgzDoejee+/lrbfe4qOPPqJPnz4+P37UqFEsWrQoADULjtTUVIYMGdLu32YkvdYAu3btYvny5bzxxhs+PzbcX+uuvie39zfg6/t4SAWgrKwssrKy/HKsoqIifv3rX1NeXu7+xb733nskJiYyfPjwNh8zfPhw4uPjWbZsGdOmTQOgvLyczZs3M2/ePL/Uy1u+/i4Mw2DhwoX827/9G/Hx8T4/3+HDh9mzZ4/HH6EVuvM3sHHjRoB2z6GgoACHw8GyZcsYNmwYYPa9r1ixgieeeKJrFfYTX8573759XHXVVQwfPpyFCxcSE+N7T3aovN5tSUhIYPjw4Sxbtoxvfetb7v3Lli3juuuua/MxRUVFLF261GPfe++9x4gRI7r0/8EKhmFw7733smTJEj788EMKCgq6dJyNGzeG5Ovqrfr6erZt28bll1/e5v2R8FqfaeHChWRnZ3Pttdf6/Nhwf627+p5cVFTEsmXLPHoB3nvvPd8bKnwaMh1Cdu3aZWzcuNGYPXu20aNHD2Pjxo3Gxo0bjZqaGsMwDOPkyZNGYWGhMXbsWGPDhg3G8uXLjT59+hj33HOP+xh79+41Bg4caHzyySfufXfccYfRp08fY/ny5caGDRuMq6++2rjwwguNkydPBv0cfbF8+XIDMLZu3drm/QMHDjTeeOMNwzAMo6amxnjwwQeNVatWGWVlZcYHH3xgFBUVGWeddZZRXV0dzGp32apVq4wnn3zS2Lhxo7Fz507jtddeM/Ly8oypU6d6lDvzvA3DMB5//HHDbrcbb7zxhrFp0ybje9/7npGbmxs2571v3z7j3HPPNa6++mpj7969Rnl5ufvnTOH+ei9evNiIj483XnjhBWPr1q3GjBkzjNTUVOPrr782DMMwHn30UaO4uNhdfufOnUZKSorxk5/8xNi6davxwgsvGPHx8cZf//pXq07BZ3feeadht9uNDz/80ON1PXHihLtMy/OeP3++sWTJEuOLL74wNm/ebDz66KMGYLz++utWnEKXPPjgg8aHH35o7Ny501izZo0xefJkIy0tLaJfa5empiajb9++xiOPPNLqvkh5rWtqatyfz4D7fXvXrl2GYXj3nlxcXOwxA/Tjjz82YmNjjccff9zYtm2b8fjjjxtxcXHGmjVrfKpb2Aagm2++2QBa/XzwwQfuMrt27TKuvfZaIzk52cjIyDDuueceo66uzn1/WVlZq8fU1tYa99xzj5GRkWEkJycbkydPNnbv3h3EM+ua733ve8bo0aPbvR8wFi5caBiGYZw4ccKYMGGC0bt3byM+Pt7o27evcfPNN4fFebqsX7/eGDlypGG3242kpCRj4MCBxsyZM43jx497lDvzvA3DnHY5c+ZMw+FwGImJicYVV1xhbNq0Kci177qFCxe2+Xff8rtMJLze//M//2P069fPSEhIMC6++GKP6eA333yzMWbMGI/yH374oTFs2DAjISHBOPvss42nn346yDXunvZe1zP/flue9xNPPGH079/fSEpKMnr16mVcdtllxttvvx38ynfDjTfeaOTm5hrx8fFGXl6eccMNNxhbtmxx3x+Jr7XLu+++awDG9u3bW90XKa+1a/p+y5+bb77ZMAzv3pPHjBnjLu/yl7/8xRg4cKARHx9vnH/++V0KgjbDODV6TERERCRKROw0eBEREZH2KACJiIhI1FEAEhERkaijACQiIiJRRwFIREREoo4CkIiIiEQdBSARERGJOgpAIiIiEnUUgERERCTqKACJiIhI1FEAEhERkaijACQiIiJR5/8DuNyfKWQVQyQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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BkDD16sEWIKKgwABERNqg9gBoGafCEwUFBiAi0gYtDIAGuBgiUZBgACIibWALEBH5EQMQEWmD1lqAqkoAu03duhCRzzAAEZE2aKUFKDoJMBgBYQNqLqhbFyLyGY8DUFFREWbMmIGEhARERUXhpptuwt69e5X7hRBYuHAhUlNTERkZiTFjxuDQoUNOx6irq8OsWbOQmJiI6OhoTJ06FWfPnnUqU15ejuzsbJjNZpjNZmRnZ6OioqJjZ0lE2ievAaTWNhgyUwjQJVm6zqnwRAHLowBUXl6OW265BaGhofjnP/+JgoICvPbaa+jatatSZtmyZVi+fDlWrlyJPXv2wGKxYPz48aiqqlLKzJkzBxs3bsSGDRuwfft2VFdXY/LkybDZrjY3T58+Hfn5+cjJyUFOTg7y8/ORnZ3d+TMmIm1SusBUDkCOdeA4IKLAJTzw0ksviVGjRrV5v91uFxaLRSxdulS5rba2VpjNZrF69WohhBAVFRUiNDRUbNiwQSlTVFQkjEajyMnJEUIIUVBQIACInTt3KmXy8vIEAHHkyBG36mq1WgUAYbVaPTlFIlJDQ60QC2Kln5oytWsjxJ+nS3XZtUbtmhAFHX99f3vUAvTJJ59g6NChuP/++5GUlIRBgwbh7bffVu4vLCxESUkJJkyYoNwWHh6O0aNHY8eOHQCAvXv3oqGhwalMamoqMjMzlTJ5eXkwm80YPny4UmbEiBEwm81Kmebq6upQWVnp9ENEOiG3tJjCgcg4desCADFNK1GzBYgoYHkUgL777jusWrUK6enp+OKLL/Dkk09i9uzZ+OMf/wgAKCmR+vCTk5OdHpecnKzcV1JSgrCwMMTFxbksk5SU1OL5k5KSlDLNLVmyRBkvZDab0bNnT09OjYjU5DgA2mBQty6Aw4aoDEBEgcqjAGS32zF48GAsXrwYgwYNwk9+8hM8/vjjWLVqlVM5Q7MPMCFEi9uaa16mtfKujjN//nxYrVbl58yZM+6eFhGpTStT4GWx8lpAHARNFKg8CkApKSnIyMhwum3AgAE4ffo0AMBikZqNm7fSlJaWKq1CFosF9fX1KC8vd1nm/PnzLZ7/woULLVqXZOHh4YiNjXX6ISKdUGaAqbgJqiO2ABEFPI8C0C233IKjR4863Xbs2DH07t0bAJCWlgaLxYLc3Fzl/vr6emzbtg0jR44EAAwZMgShoaFOZYqLi3Hw4EGlTFZWFqxWK3bv3q2U2bVrF6xWq1KGiAKIPN08VmstQAxA5D02u0DeiTJ8nF+EvBNlsNmF2lUKaiGeFH7uuecwcuRILF68GNOmTcPu3buxZs0arFmzBoDUbTVnzhwsXrwY6enpSE9Px+LFixEVFYXp06cDAMxmMx577DHMnTsXCQkJiI+PxwsvvICBAwdi3LhxAKRWpYkTJ+Lxxx/HW2+9BQB44oknMHnyZPTr18+b509EWiAHDS1MgQeu1qOuEqirBsK7qFsf0r2cg8VY9GkBiq21ym0p5ggsmJKBiZkaed8HGY8C0LBhw7Bx40bMnz8fL7/8MtLS0vD666/j4YcfVsq8+OKLuHLlCp5++mmUl5dj+PDh2LRpE2JiYpQyK1asQEhICKZNm4YrV65g7NixePfdd2EymZQy7733HmbPnq3MFps6dSpWrlzZ2fMlIi3SyirQsohYIKwLUF8thbPwdLVrRDqWc7AYT63fh+btPSXWWjy1fh9WzRjMEKQCgxAiINvgKisrYTabYbVaOR6ISOt+eyNQfhL4YQ7QO0vt2kjeGAqUHQd+8AlwzWi1a0M6ZbMLjHr1S6eWH0cGABZzBLa/dAdMRg3MgNQAf31/cy8wIlKXENprAQIcNkXlOCDquN2Fl9oMPwAgABRba7G78JL/KkUAGICISG1XygFbnXS9i0ZmgQFXp+RzPzDqhNKqtsNPR8qR9zAAEZG65BaWyHggNELdujhiCxB5QVKMe+9pd8uR9zAAEZG6lO4vjUyBl3FDVPKCm9PikWKOQFujewyQZoPdnBbvz2oRGICISG1a2gXeERdDJC8wGQ1YMEVaQLh5CJJ/XzAlgwOgVcAARETq0uIAaMBhMcTW9x8kctfEzBSsmjEYFrNzN5fFHMEp8CryaB0gIiKv09o+YDJ5W47qEsBuB4z8e5E6bmJmCsZnWLC78BJKq2qRFCN1e7HlRz0MQESkLq3tAybrkgzAANgbgZoLQEzr+xASuctkNCCrb4La1aAm/JOGiNSltX3AZKZQoEuSdJ0DoYkCDgMQEalLa/uAOZJbpRiAiAIOAxARqaexXupeArTXAgRcHZfEAEQUcBiAiEg91U3jf0xhQJQGx0bEcio8UaBiACIi9TgOgDZocDaMshgit8MgCjQMQESknkqNLoIoUwIQ1wIiCjQMQESkHi0PgAbYBUYUwBiAiEg9Wp0CL2MXGFHAYgAiIvVovQVIrteVcqChVt26EJFXMQARkXq0uhO8LDIOCGnav4lT4YkCCgMQEalH6y1ABgMXQyQKUAxARKQOIRwCkMb2AXPExRCJAhIDEBGpo9YKNFyWrmu1CwzgTDCiAMUARETqkFtUIroCoZGqVsUlZSYYAxBRIGEAIiJ1aH0KvIwBiCggMQARkTq0PgBaxi4wooDEAERE6pADUKzGAxBbgIgCEgMQEamjUictQI4BSAh160JEXsMARETq0EsXmFy/xlppRWgiCggMQESkDr0Mgg6NkFaEBrgrPFEAYQAiInXopQUIcFgMkZuiEgUKBiAi8j9bA1BdKl3XegsQwJlgRAGIAYiI/K+6FIAAjCFAVKLatWmfsh8Yu8CIAgUDEBH5n9z91cUCGHXwMcQuMKKAo4NPHiIKOMoAaB2M/wGutgCxC4woYDAAEZH/6WkANHB1nBIXQyQKGAxAROR/epkCL+Nq0EQBhwGIiPxPHkyslxYguZ7VpdIMNiLSPQYgIvK/Kp21AEV3k2asQVydvk9EusYARET+p+wDZlG3Hu4yGqUZawC7wYgCBAMQEfmfMghaJy1AgMNMME6FJwoEDEBE5F+1lUB9tXRdL9Pggat15WKIRAGBAYiI/Etu/Qk3A2HR6tbFE1wMkSigMAARkX/JAUhPrT8At8MgCjAMQETkX5U6WwRRJs9Y4xggooDAAERE/iV3IektAHExRKKAwgBERP5VqdcuMA6CJgokDEBE5F962wdMJge2ukqgrlrduhBRpzEAEZF/6W0fMFl4DBAWI11nNxiR7jEAEZF/6W0fMEcxXA2aKFAwABGR/9gagerz0nU9BiC5G6ySAYhI7xiAiMh/akoBYQMMJqBLktq18RwXQyQKGAxAROQ/jpugGk3q1qUjuBgiUcBgACIi/6nS6QBoGRdDJAoYDEBE5D+VOl0EUcbFEIkCBgMQEfmPXqfAy7gYIlHAYAAiIv/RewCKdWgBstvVrQsRdQoDEBH5j7IKtE4DUJdkAAbA3ghcLlO7NkTUCQxAROQ/SguQTscAmUKB6G7SdU6FJ9I1BiAi8g8h9N8FBnAxRKIAwQBERP5RWwE0XpGu63UWGOCwGCIDEJGeMQARkX/ILSaRcUBopLp16QzuB0YUEBiAiMg/lO6v7urWo7O4GCJRQGAAIiL/qNL5IogyrgVEFBAYgIjIP+QuML3OAJNxNWiigMAARET+UVkkXeq+C0yeBcYuMCI9YwAiIv9QFkEMkBagK5eAxjp160JEHcYARET+oXSB6XgNIECaxWYKl66zG4xItzoVgJYsWQKDwYA5c+YotwkhsHDhQqSmpiIyMhJjxozBoUOHnB5XV1eHWbNmITExEdHR0Zg6dSrOnj3rVKa8vBzZ2dkwm80wm83Izs5GRUVFZ6pLRGpSusB0HoAMBi6GSBQAOhyA9uzZgzVr1uCGG25wun3ZsmVYvnw5Vq5ciT179sBisWD8+PGoqqpSysyZMwcbN27Ehg0bsH37dlRXV2Py5Mmw2WxKmenTpyM/Px85OTnIyclBfn4+srOzO1pdIlJTQ63UZQTovwsM4EBoogDQoQBUXV2Nhx9+GG+//Tbi4uKU24UQeP311/Hzn/8c9913HzIzM7Fu3TpcvnwZ77//PgDAarXinXfewWuvvYZx48Zh0KBBWL9+PQ4cOIDNmzcDAA4fPoycnBz84Q9/QFZWFrKysvD222/jH//4B44ePeqF0yYif7DZBfJOlCF3dz4AQIRESF1IescARKR7HQpAzzzzDCZNmoRx48Y53V5YWIiSkhJMmDBBuS08PByjR4/Gjh07AAB79+5FQ0ODU5nU1FRkZmYqZfLy8mA2mzF8+HClzIgRI2A2m5UyzdXV1aGystLph4jUk3OwGKNe/RIPvb0Tb/9jOwDgrC0OOYcCYP0cLoZIpHseB6ANGzZg3759WLJkSYv7SkqkD7bk5GSn25OTk5X7SkpKEBYW5tRy1FqZpKSkFsdPSkpSyjS3ZMkSZbyQ2WxGz549PT01IvKSnIPFeGr9PhRbawEAFkM5AKDI1hVPrd+HnIM6bzlRtsMIgDBHFKQ8CkBnzpzBs88+i/Xr1yMiIqLNcgaDwel3IUSL25prXqa18q6OM3/+fFitVuXnzJkzLp+PiHzDZhdY9GkBhMNtyQZp/E+JkP7wWfRpAWx20cqjdYJdYES651EA2rt3L0pLSzFkyBCEhIQgJCQE27Ztw+9+9zuEhIQoLT/NW2lKS0uV+ywWC+rr61FeXu6yzPnz51s8/4ULF1q0LsnCw8MRGxvr9ENE/re78JLS8iNLUQJQAgSAYmstdhdeUqF2XhLLHeGJ9M6jADR27FgcOHAA+fn5ys/QoUPx8MMPIz8/H9dccw0sFgtyc3OVx9TX12Pbtm0YOXIkAGDIkCEIDQ11KlNcXIyDBw8qZbKysmC1WrF7926lzK5du2C1WpUyRKRNpVW1LW5r3gLUVjndkLvAKosBoeOWLKIgFuJJ4ZiYGGRmZjrdFh0djYSEBOX2OXPmYPHixUhPT0d6ejoWL16MqKgoTJ8+HQBgNpvx2GOPYe7cuUhISEB8fDxeeOEFDBw4UBlUPWDAAEycOBGPP/443nrrLQDAE088gcmTJ6Nfv36dPmki8p2kmJbd4/IYoBIR77KcbshdYI1XgNqKwJjZRhRkPApA7njxxRdx5coVPP300ygvL8fw4cOxadMmxMTEKGVWrFiBkJAQTJs2DVeuXMHYsWPx7rvvwmQyKWXee+89zJ49W5ktNnXqVKxcudLb1SUiL7s5LR4p5giUWGuVcUAWpQUoHgYAFnMEbk6Lb/MYmhcaKYWeK+XSQGgGICLdMQgRmO23lZWVMJvNsFqtHA9E5GfyLDCJHcfCH0GowYas2jdQggSsmjEYEzN1viDimyOB0kPAjA+Ba8e1X54Cns0usLvwEkqrapEUI4V8k9H1BCBqyV/f315vASIimpiZglUzBmPRpwVotJYg1GCDTRhgirVg1dSB+g8/AGDuLgUga5HaNSENyDlYjEWfFjhNAEgxR2DBlIzAeL8HIAYgIvKJiZkpGJ9hwaE9W4B/AraoJGz76fjA+Ys4trt0WckAFOzkFs/m3Skl1lo8tX5fYLR4BiDuBk9EPmMyGnBDTDUAICyhV+CEH0BqAQIA61nX5SigtbbulUy+zZN1r+TtYz7OL0LeiTJ9r5elcWwBIiLfkgOC3GISKGJ7SJcMQEGttXWvHDmue5XVN8HlsdiN5l9sASIi35K7iMw91K2Ht8nnwy6woObuelbtlWu+fYxM7kbT/fYxGsQARES+JbeQBFwAkrvAirgYYhBzdz0rV+W83Y1G7mEAIiLfCtQAJHfpNV4BLut4Ww/qFHndq7ZGtxkgdWO5WvfKk2408h4GICLyLbmLKNDGAIWEA9HdpOuVHAcUrExGAxZMyQCAFiFI/n3BlAyXEwC81Y1GnmEAIiLfaayXVkoGAHNPdeviC3KrFtcCCmryulcWs3M3l8Uc4dYUeG90o5HnOAuMiHynqhiAAEzhQHSi2rXxvtjuwLn9HAhNyrpXHVkJurXtYxwFxPYxGsQARES+o0yBTwUMAbQGkExpATqjbj1IE0xGQ7tT3dt63IIpGXhq/T4YAKcQ5G43GnmOXWBE5DuBOgVeFuswE4yoEzrbjUaeYwsQEflOoM4Ak3EtIPKiznSjkecYgIjId4IlALEFiLyko91o5Dl2gRGR7wTqFHiZ44aodpu6dSEijzAAEZHvKC1AATgFHgBiLIDBBAgbUH1e7doQkQcYgIjId5QAFKAtQEYTENM0OJXdYES6wgBERL5RVw3UVkjXA7ULDHAYCM3VoIn0hAGIiHxDHv8TbgYiYtWtiy8pm6IyABHpCQMQEflGoHd/ybgWEJEuMQARkW8E+hR4GbvAiHSJAYiIfCPQp8DLlLWAGICI9IQBiIh8I1hagNgFRqRLDEBE5BvBEoDkNY5qSoGGWnXrQkRuYwAiIt9QdoIP8C6wqHggNFq6zm4wIt1gACIi77Pbr4aBrr3UrYuvGQxXz7HilLp1ISK3MQARkffVlAK2OmmbiEBvAQIcAtBpdetBRG5jACIi75ODQGx3wBSibl38gQGISHcYgIjI++QgEOjdXzIGICLdYQAiIu+Tx8IwABGRRjEAEZH3sQWIiDSOAYiIvC/oAlBv6bK6hGsBEekEAxAReV+wBSCuBUSkOwxARORddnvwBSDHtYCs7AYj0gMGICLyrurzgK0+eNYAknEcEJGuMAARkXcF2xpAMgYgIl1hACIi7wq27i8ZAxCRrjAAEZF3BdsaQDIGICJdYQAiIu9iC5C69SAitzAAEZF3BW0AaloLqKoYaKxTty5E1C4GICLyrmANQFwLiEhXGICIyHvsdsB6RroebAHIcS0geRwUEWkWAxAReU91SXCuASSTA1A5AxCR1jEAEZH3XCqULs09gmsNIFlc0zig8pOqVoOI2scARETeU94UgOKvUbceapHPW/53ICLNYgAiIu+RW4Di09Sth1rims77EgMQkdYxABGR91z6TrqMC9IAFO8QgIRQty5E5BIDEBF5T5B3gdnMvSBgAOqrsKfgOGx2hiAirWIAIiLvCeIusJyDxRj12g6cE/EAgMXrP8eoV79EzsFilWtGRK1hACIi77h8CaitkK7H9VGzJn6Xc7AYT63fh2JrLU7ZkwEAvQ3nUWKtxVPr9zEEEWkQAxAReYfc/dXFAoRFq1sXP7LZBRZ9WgC5s+uUuBqA5NsWfVrA7jAijWEAIiLvCNLur92Fl1BsrVV+Py0HION5AIAAUGytxe7CS2pUj4jawABERN4htwAF2Qyw0qpap99POrQAuSpHROpiACIi77gUnDPAkmIinH6XW4B6NQtAzcsRkboYgIjIO4K0C+zmtHikmCNgaPr9lEgCAHQzVCIaV2AAkGKOwM1p8arVkYhaYgAiIu8I0i4wk9GABVMyAAAGANWIwkURC+BqN9iCKRkwGQ1tHYKIVMAARESdV38ZqGqa6h1kLUAAMDEzBatmDIbFLHVznW5qBbop+hJWzRiMiZkpalaPiFoRhNs1E5HXybufR5iByDhVq6KWiZkpGJ9hwe7CS+i2ZQBw9lv8v9FdYGT4IdIktgARUec5dn8Zgrerx2Q0IKtvAnr2vR4AYOSu8ESaxQBERJ138bh0mdBX3XpohTwTruyEuvUgojYxABFR55U1BaDE69Sth1YkXitdyv8uRKQ5DEBE1HkXv5UuE65Vtx5akZAuXVafB2qt6taFiFrFAEREnae0AKWrWw+tiIiV9kQDroZDItIUBiAi6pzLl4DLZdJ1tgBdJYdBdoMRaRIDEBF1jjwAOrZHUO0C3y45DF5kACLSIgYgIuocpfuLrT9O5AHhF4+pWw8iapVHAWjJkiUYNmwYYmJikJSUhHvvvRdHjx51KiOEwMKFC5GamorIyEiMGTMGhw4dcipTV1eHWbNmITExEdHR0Zg6dSrOnj3rVKa8vBzZ2dkwm80wm83Izs5GRUVFx86SiHxHmQLP8T9OlC4wjgEi0iKPAtC2bdvwzDPPYOfOncjNzUVjYyMmTJiAmpoapcyyZcuwfPlyrFy5Env27IHFYsH48eNRVVWllJkzZw42btyIDRs2YPv27aiursbkyZNhs9mUMtOnT0d+fj5ycnKQk5OD/Px8ZGdne+GUicir5C94DoB2JneBlZ0A7DbXZYnI/0QnlJaWCgBi27ZtQggh7Ha7sFgsYunSpUqZ2tpaYTabxerVq4UQQlRUVIjQ0FCxYcMGpUxRUZEwGo0iJydHCCFEQUGBACB27typlMnLyxMAxJEjR9yqm9VqFQCE1WrtzCkSUXveGCrEglghvv2X2jXRFlujEC93k/5tyr5TuzZEuuGv7+9OjQGyWqX1LeLj4wEAhYWFKCkpwYQJE5Qy4eHhGD16NHbs2AEA2Lt3LxoaGpzKpKamIjMzUymTl5cHs9mM4cOHK2VGjBgBs9mslGmurq4OlZWVTj9E5GO2RuBS03YP7AJzZjRdXRmb3WBEmtPhACSEwPPPP49Ro0YhMzMTAFBSUgIASE5OdiqbnJys3FdSUoKwsDDExcW5LJOUlNTiOZOSkpQyzS1ZskQZL2Q2m9GzZ8+OnhoRuaviFGBvAEIigdjuatdGe5SZYBwITaQ1HQ5AM2fOxDfffIM///nPLe4zNNsMUQjR4rbmmpdprbyr48yfPx9Wq1X5OXPmjDunQUSdoQyAvhYwclJpC/K4KE6FJ9KcDn1izZo1C5988gm2bNmCHj16KLdbLNLKp81baUpLS5VWIYvFgvr6epSXl7ssc/78+RbPe+HChRatS7Lw8HDExsY6/RCRj104LF1266duPbQqsenf5cJR1+WIyO88CkBCCMycORMfffQRvvzyS6SlpTndn5aWBovFgtzcXOW2+vp6bNu2DSNHjgQADBkyBKGhoU5liouLcfDgQaVMVlYWrFYrdu/erZTZtWsXrFarUoaINKC0KQAlDVC3Hlol/7uUFgBCqFsXInIS4knhZ555Bu+//z4+/vhjxMTEKC09ZrMZkZGRMBgMmDNnDhYvXoz09HSkp6dj8eLFiIqKwvTp05Wyjz32GObOnYuEhATEx8fjhRdewMCBAzFu3DgAwIABAzBx4kQ8/vjjeOuttwAATzzxBCZPnox+/fiXJpFmlBZIl0kZ6tZDqxKvAwxGoLYCqCoBYlPUrhERNfEoAK1atQoAMGbMGKfb165di0cffRQA8OKLL+LKlSt4+umnUV5ejuHDh2PTpk2IiYlRyq9YsQIhISGYNm0arly5grFjx+Ldd9+FyWRSyrz33nuYPXu2Mlts6tSpWLlyZUfOkYh8wdYIXGga3MsWoNaFRgDxfaXVsksLGICINMQgRGC2y1ZWVsJsNsNqtXI8EJEvXDwOrBwKhEYB84s4CLotH2QDhz8BJrwCjJypdm2INM9f39/8xCKijpHH/3Trz/Djitw9KP97EZEm8FOLiDpGGQDN8T8uOQ6EJiLNYAAioo5RBkBz/I9LckC8cASw29WtCxEpGICIqGOUFqD+6tZD6+KvAUxhQMNlaeVsItIEBiAi8lxj3dX9rdgF5pop5OqCiBwHRKQZDEBE5LmLxwFhAyLMQAyndreL44CINIcBiIg8d/6QdJmUAbSzzx+BAYhIgzxaCJGICABQ8g0AwG4ZiF0nylBaVYukmAjcnBYPk5GBqAXLDdJl8Tfq1oOIFAxAROS54v8CABbvC8Ufvtqp3JxijsCCKRmYmMluMScpTQGo7FugrhoI76JufYiIXWBE5CEh0FAkBaAdNd2d7iqx1uKp9fuQc7BYjZppV5ekprFSAjh/UO3aUAfY7AJ5J8rwcX4R8k6UwWYPyE0UggpbgIjII7ZLJxHaUIl6YcJx0cPpPgHAAGDRpwUYn2Fhd5ijlBuBqmKp9azXCLVrQx7IOViMRZ8WoNhaq9zG1k79YwsQEXnk2292AACOiZ5oaOVvKAGg2FqL3YWX/FwzjUu5Ubps6j4kfcg5WIyn1u9zCj8AWzsDAQMQEXmm6Qv8oL2Py2KlVbUu7w86DEC6Y7MLLPq0AK11dsm3Lfq0gN1hOsUAREQeSao5CgA4JPq4LhcT4Yfa6IgcgC4cARoYDvVgd+GlFi0/jtjaqW8MQETkka7WIwCAgjZagAyQxkfcnBbvv0rpQWx3ICoBsDdyPSCdcLcVk62d+sQARETuqyyGoboEAkYcEb3QfIiz/PuCKRkcAN2cweCwHhC7wfTA3VZMtnbqEwMQEbmv6D8AAEPSALw2YyQsZucPfos5AqtmDObMmLYo44DyVa0GuefmtHikmCNaBH0ZWzv1jdPgich9Z6UAhB5DMTEzBeMzLNhdeIkrQbur+2Dp8uxedetBbjEZDVgwJQNPrd8HA+A0GJqtnfrHFiAicp9DAAKkL4isvgm456buyOqbwC+C9vQYBgAQpYfwj/8c44J6OjAxMwWrZgxma2cAYgsQEbnH1gic2y9db/oiJ8/knDbgJiTCIi7ivY/+jjz79VxQTwfY2hmYGICIyD0XDgMNNUBYDJB4ndq10R15Qb03Qq/FZNNFDDJ8izxcryyox9aEjrPZRafDSXvHkFs7tcAb50sMQETkLrn7q/sgwGhSty4647ig3n77tZhs2olBxuOAjduHdJY721S0Fxj0tNWFnuqqdQxAROSeInn8D7u/POW4oN4+ezoAYJDxW8jxx3FBPa20MuiB3KrWfBSVY6saAJeBwZ1jaCVY6KmuesBB0ETknjO7pcvuQ9Wthw45LpR3SPRBnQhBoqESvQylbZYj19zZpmLeRwdc7uP1+TfndLPVBbfl8D4GICJqX3UpcPEYAAN3Mu8Ax4Xy6hGqbCMyxHCszXLkmjvbVFRcbnAZGH7x8UHdbHXBbTm8jwGIiNp36mvpMvl6IIqLvnmq+YJ6u+39AQDDjYcBcEE9V2x2gbwTZfg4v8hp2YDOtpYJAJdqGtwqq4WWOW7L4X0cA0RE7TvZFIB636JuPXSq+YJ6O+0ZeBL/wAjjYS6o54KrAb/+bC3TQssct+XwPrYAEVH75Bag3iPVrYeOOS6o9x/7dWgURvQxnscNsdUcvNoKecBvW+N3ymvqXG5T4a746DBdbHXBbTm8jwGIiFy7fOnq7uVsAeqUiZkp2P7SHXj78TtQFX89AGDj3XaGn2bcGfD7q88O45eTMgCgzU15u0aFthsY/t89mS6PoZWWObkVEdB+XfWCAYiIXDu1Q7pM7Ad06aZuXQKAvKBeXMYdAADjqe0q10h73B3wGxcd1uY2FatnDMbS+wYCcB0Y7r5BP1tdcFsO7+IYICJyrfAr6bIPW3+8qs9twNe/BQr/rXZNNMeTAb/33NTd5TYVq2YMbjGOyNJs4UA9bXWhp7pqHQMQEbVKXj13YMEX6ALAds3t4PrPXtRrOGAwARWngPKTQFwftWukGZ4O+HW1TYW7gUFLW120R0911TIGICJqQZ59E1J5Cv8OP4kGYcJdfwdesBezmd1bwmOAnsOB0zuAbzcDw36sdo00Qx7wW2KtbXUckAFSK467A34ZGKg1HANERE4cZ9+MNn4DANgn0nGi0oSn1u9DzsFilWsYQNLHS5fHc9Wth8ZwwC/5AwMQESmaz74ZbfwvAGCb7UYut+8L6ROky++2AQ1cwM4RB/ySr7ELjIgUjrNvwtCAkcZDAIBt9hsBgJt2elvy9UBMKlB1Dji1Hbh2nNo10hQO+CVfYgAiIoXj7JthxiOINtThgjCjQPRqsxx1gsEgdYPtWyd1g107Thl8Hixf+O2dL8fvkK8wABGRwnH2zV1Gaff3zbbBEM16y7ncvhelT5AC0LEc5PR4Fov+cbjVrR8CscvH1VYXgXi+pC0cA0RECnn2jQl23Gn6DwAgx36zcj+X2/eBvrcDIZFA+UmsfP+jNrd+CLTB5+1tdRFo50vawwBERAp59s0QwzF0M1hRKaKwwy5t2cDZNz4SFg3RNBh6kmlni7sDcfC5O1tdBNL5kjYxABGRk4mZKVh2/UkAQK59MBqaeso5+8Z3jidKg5/vNu4CWokFjoPPA4G7W10EyvmSNnEMEBE5s9vRp/RfAIDrx/4Av+16U1AMxlXTMXMWeoow9DaW4nrDSRwSaa2WC5TB555sdUHkKwxAROTs1HagsggIj0X/W+5B/1AOePa1hLh4fGm/CZNMuzHFlIdDja0HIHnwud5ninm61QWRLzAAEZGz/Pely8z7AIYfv7g5LR4/Dx+DSY278T+mf+M3jdPQ6PDx7Lj1QyDMnPL2VhdEHcExQERBymYXyDtRho/zi5B3okwacFpXBRR8LBW46WF1KxhETEYDbp+ajYsiFt0MVtxuzFfucxx8nltQEhAzp7jVBWkBW4CIglBbrQhrMg9jYMNlIOFaoMcwFWsYfO68oRcKD34ficf+D9NMW5FrHwpAaglZMCUD4zMsGPXql23OnDJAmjk1PsMCAJroInPVVSdvddH8fWjRWWsW6RcDEFGQkddfaf5FWmK9AsOet6V24UEzpFWKya/Sxj8FHPs/jAvJx1t3pyA2qbcSGvJOlLk1c2rll99iw57TqneRudNVx60uSE3sAiMKIq7WXxlsOIZM40nUIQy2m37g97oRgG7XAb2yYBB23Hn5M2T1TVDCgLszolZsPuZWF1mrXaAeausYnixyKG91cc9N3Z3Ol8jX2AJEFERcrb/yw5AvAAAfNd6CPueBrC7+rBkpRjwNnM4D9vwBGPUcEC69EJ2ZEdW8iyy3oKTTA6nbauH55aQB+NVnh93qqmPYITWxBYgoiLTVitDLcB4Tm/b+Wme7k+uvqKn/JCD+GqC2Ati/XrlZnjnV0cjg2EXW2YHUrlp4nn5/Pxc5JF1gACIKIm21Isw0/R0hBju22G7EEdGL66+oyWgCsmZK1/N+D9gaALg3c8oda78udGsLira6t9zZxsIdDNmkNnaBEQWgtmbftLb+Sk/Dedxn+jcA4HeN/8PNTrXgpunA1qWA9TSw913g5scBuJ459eCwnlix+Xi7h6640tDmfe4MpDZHhrls4XEXQzapjQGIKMC0N/tmwZQMPLV+HwyQvvB+GvIXhBjs2Ga7AfniWqzi+ivqC40ExrwEfDZXCkI3PgiExwBoe+YUAGzYc8bl4oLmyFCXAUi2YvOxFrfJXWQ/uqVPJ06Mixz6g95XCvcXgxAiILfbrayshNlshtVqRWxsrNrVIfKLtqa4yx998mamckhKrfwvPgxfBLsw4NGw32D6PZO4/opW2BqAN0cAZd8Ct70I3PHzdh8iv/6Ac3eU/PrPGZfuVitRWwwA4qJDcamm/RAll2+tHtxU13cCYaVwf31/cwwQkQ61Nj7DnbEZ8viOiZkp2P7T27Au5UMAwIX0B7B2/mO6+YAMCqZQYOwC6frXvwUutGyVaU7uIrOYnbuXLOYIrJoxGDPvSO/0QOpLNQ2Ijw5r8xgGSF+4b05vux58n/mGJ8sPELvAiHSnrb/wHhzW0+3ZN1l9E2DK+x26XDoIRJiRfO+vADaRa8+AKcC144Fvc4FPZgI/zAGMrv9ubW9xweZdoLLmv7ty702pWPv1yTZbeOTWhjszucihv7T3BxCXH2iJLUBEGuNqgTpXf+G527VRWlULlBwEtiyRbpj4KtAlyWv1Jy8yGIDJK4CwLsCZXUDeSrce5mpxQVetRM+NS3fr+OMzLC5bmuQWHi5y6D+u1vgCuPxAa9gCRKQhrvrvx2dYvDL9OCW8HvhgBmBvAK67SxpgS9rVtScw4VfAP54DNi8Eug8B+tzSqUN2ZiC1PIDZZDRwGwsNcXdZAS4/cBUDEJGftTVDo+09uqT++znj0js1/dgAoHtsCIbt/SlQXgiYewH3/J57funBkB8Cp/KAA38B/voo8Pi/gK69OnVIuXWmOVddZPL9cshp6xjkf+4uKyCX40wxBiAiRXsfCO58YLRXpjPbB6z9+qTb59Lal5cBdvzF8icYvs0FQiKAB/4ERPPLSxcMBmDK60BpAXD+ILBuKvCjHCDG4vWn4i7t+tTaGl+OHFvv3JkpFgwBidPgA5S/3rz+CA3eOJeOBhP5A8GdDwx3jtHWFHVv/id8btx1LRax6xVrwgfJ65By5nPAGAI8+D5w3Z1efFbyi8pzwP9NBCpOAYnXAQ//DYjr7ZOnCoYvwEDT3jIIq2YMBoB2l8oA4NZUel99/tdUV/nl+5sBSIM6+6Zydx0IXz+Pt0JDZ8+lM8EEAJ64LQ1rvmq5fYAnHyq/nz4Iv/rscKdX0O0aGQrrlQaXf+Ftf+kOAFD+PbqHVGHInrkwnNouhZ/71gCZ/9OpepCKyk8Ca+8GKouA6G7AA+8BvYarXSvSiPbGEY569cs2P4cMAMxRobBebvkZ09ZaYr74/H/h9p74flY/BqCOUisAqR0qPF0Iz1fP443Q4M4x2qtre8/hTjAxGgB7G/9LDACSY8MBGFBS2faHiieLx7ny3Ljr8HrTKr3tLjAnBHD0c+CT2cDli0BYjNTt1ff2TteDVGYtAv78AFByADCYgFvnAre9AISEq10z0oC2vmfyTpThobd3dvi48h9Zv5yUgWfe993nv73uMk6/Po0BqKM6EoC0Hl7ae1O192XurTevP0KDO8do71wEgK5Roai43Hrw8GYw8TXH1p3cgpL2W8WK/wtsXgSc+Jf0e3Im8D/vAEn9/V958o26auAfc4ADf5V+79obGLcAyPheu2sFUXD6OL8Iz27I7/Rx4qPDcKmmvs37O/v5b6+7jDMMQB3naQDSengB2n9Tuftl3tk3r5ZCQ3vnokfubB/QahhvvAwc/Sewbx1Q+JX0IFMYkPUMMHoeEMrNJwPSwQ+BnPlA9Xnp97g+wLAfS92csamqVo20pbMtQP7CANRJngQgPYUX0q/46DCU19S7HL/zy0kZ+NVnbu7jU18DnC8ATu8ATu2QQk/D5aYDmoDM+4Ax84GEvj47J9KI+hpgx0og7/dAnfXq7d2HAteMAXoOl9YP4qy/oGazC4x69cs2Z4ppBQNQkzfffBO//vWvUVxcjOuvvx6vv/46br311nYf524Akt8QgRdeWq+wwcXbvu29fVw9pq3n8d6xOlLek3rFRYXCern1YAIAJoOAEC3/RQ1NP91iwgAYcKGqTinT/PmTYyPw0wn98NO/5QNobYo6sPz7A3DHNTGw1V9GwanzsFZVIiHMhn5d7TDWXABqLgA1pdL4j4vHgcqzrZxMH+kv/yE/lBbQo+BSXwN88xcg/33g7O6W90fGAwnXAvFp0gDqLklAdBIQYQbCoqQVp0OjpOshEVKQNso/IQ6/h3D9KJ1yNVNMHjbQ2iBouYw/vu8YgAB88MEHyM7OxptvvolbbrkFb731Fv7whz+goKAAvXq5XgRMCUA/T0RsRLP+cIdTtguBBpv8u7pf9G0dy2jQ7EtEaovuBvS4Geg9EugzCki5kV9MJKksBo5vkrbQOL0TuHTCy09gaOW95vC7q/ta3O/BfdRpNiHQYLM7fhXCYABCTdJ3ZX2jvc3HhoUYWzzWU/LL29YxKuvssLx6KbgD0PDhwzF48GCsWrVKuW3AgAG49957sWTJEpePVQLQvBjEhvM/EOmBQfrrOzTS+Sc81uGv9UQgJgVISAcS04GoeLUrTXpRXwOUnQDKjgPWs0B1qdSqWF0K1FVJ9zfUAPWXpeu2OkC0/UVI5CuVdQLmpVU+D0CaXQm6vr4ee/fuxbx585xunzBhAnbs2NGifF1dHerq6pTfKysrpStP7QRiY1o+QVME3XuqHDPf36/c7CoNijb+EhEwtNps6HjdaECzbhTnYyXFhuO5cddh/kcHWzxWbprMzuqFP+WdbqWe0rGW3X8DxvZPxr+OnMdvvjiKksqr/x7JsRH46Z39lPtf+Os3bTyPAY+M7IV1O5yfR+BqjV+bdiPGDUjG5sPnsSyn5fO8NLGfdP+RUiz95xGcd7o/HC/dNQDjByQDAHIPn28qU6v8W1piIzDvrn4Yn2FBbkEJlv7zKIodjmGJDcf8u/tj/AALcg+fV2Y1tHYuv33wJgDA4s+PKDMOBAxIiQ3HzyYNwISMqyvp2uwCe05V4EJVLbrFRGBYnziY5D9VDAbp/pOXcKGqDt1iwjGsTzxMzWbb2ITAnsJLKK2uRVJMZFOZdv4SlhlNbL0h3wmLBlJukH7cJQRgtwHCBtgbpev2RikY2RtblnW+ofXjuSrjzjHIL2x2gfwzVpTV1CIhOgI39TQ7fZZtPVqK3/7rOEodPpuTYsPx7Nh0jOmX1O79ro7x49tSgKW+X65Dsy1A586dQ/fu3fH1119j5MiRyu2LFy/GunXrcPToUafyCxcuxKJFi1ocx90xQK4GhbUML1c1n44NtD6DRx5I3db93lxcSj4vXy9i6M7z+GMlaC7rTkTkf1wJ2kfkALRjxw5kZWUpt7/yyiv405/+hCNHjjiVb60FqGfPnh7NAgP0EV689WXur+fxBz3VlYiI2uavhYw1G4Dq6+sRFRWFv/71r/je976n3P7ss88iPz8f27Ztc/l4f68DJAukUEFERORvQR+AAGkQ9JAhQ/Dmm28qt2VkZOCee+5xfxC0H1eCJiIios7xVwDS7CBoAHj++eeRnZ2NoUOHIisrC2vWrMHp06fx5JNP+uT5TEYDsvq2vVBYe/cTERGRPmg6AD3wwAMoKyvDyy+/jOLiYmRmZuLzzz9H79691a4aERER6Zimu8A6Q63d4ImIiKjj/PX9zS2DiYiIKOgwABEREVHQYQAiIiKioMMAREREREGHAYiIiIiCDgMQERERBR0GICIiIgo6DEBEREQUdBiAiIiIKOhoeiuMzpAXuK6srFS5JkREROQu+Xvb1xtVBGwAKisrAwD07NlT5ZoQERGRp8rKymA2m312/IANQPHx8QCA06dP+/QfUGsqKyvRs2dPnDlzJqj2QON587yDAc+b5x0MrFYrevXqpXyP+0rABiCjURreZDabg+qNI4uNjeV5BxGed3DheQeXYD1v+XvcZ8f36dGJiIiINIgBiIiIiIJOwAag8PBwLFiwAOHh4WpXxa943jzvYMDz5nkHA563b8/bIHw9z4yIiIhIYwK2BYiIiIioLQxAREREFHQYgIiIiCjoMAARERFR0NFtAHrllVcwcuRIREVFoWvXrq2WOX36NKZMmYLo6GgkJiZi9uzZqK+vd3ncuro6zJo1C4mJiYiOjsbUqVNx9uxZH5yBd2zduhUGg6HVnz179rT5uEcffbRF+REjRvix5p3Xp0+fFucwb948l48RQmDhwoVITU1FZGQkxowZg0OHDvmpxp138uRJPPbYY0hLS0NkZCT69u2LBQsWtPu+1uPr/eabbyItLQ0REREYMmQI/v3vf7ssv23bNgwZMgQRERG45pprsHr1aj/V1DuWLFmCYcOGISYmBklJSbj33ntx9OhRl49p6///kSNH/FTrzlu4cGGL+lssFpeP0ftrDbT++WUwGPDMM8+0Wl6vr/VXX32FKVOmIDU1FQaDAX//+9+d7u/oZ/KHH36IjIwMhIeHIyMjAxs3bvS4broNQPX19bj//vvx1FNPtXq/zWbDpEmTUFNTg+3bt2PDhg348MMPMXfuXJfHnTNnDjZu3IgNGzZg+/btqK6uxuTJk2Gz2XxxGp02cuRIFBcXO/38+Mc/Rp8+fTB06FCXj504caLT4z7//HM/1dp7Xn75Zadz+MUvfuGy/LJly7B8+XKsXLkSe/bsgcViwfjx41FVVeWnGnfOkSNHYLfb8dZbb+HQoUNYsWIFVq9ejZ/97GftPlZPr/cHH3yAOXPm4Oc//zn279+PW2+9FXfddRdOnz7davnCwkLcfffduPXWW7F//3787Gc/w+zZs/Hhhx/6ueYdt23bNjzzzDPYuXMncnNz0djYiAkTJqCmpqbdxx49etTptU1PT/dDjb3n+uuvd6r/gQMH2iwbCK81AOzZs8fpnHNzcwEA999/v8vH6e21rqmpwY033oiVK1e2en9HPpPz8vLwwAMPIDs7G//973+RnZ2NadOmYdeuXZ5VTujc2rVrhdlsbnH7559/LoxGoygqKlJu+/Of/yzCw8OF1Wpt9VgVFRUiNDRUbNiwQbmtqKhIGI1GkZOT4/W6+0J9fb1ISkoSL7/8sstyjzzyiLjnnnv8Uykf6d27t1ixYoXb5e12u7BYLGLp0qXKbbW1tcJsNovVq1f7oIb+sWzZMpGWluayjN5e75tvvlk8+eSTTrf1799fzJs3r9XyL774oujfv7/TbT/5yU/EiBEjfFZHXystLRUAxLZt29oss2XLFgFAlJeX+69iXrZgwQJx4403ul0+EF9rIYR49tlnRd++fYXdbm/1/kB4rQGIjRs3Kr939DN52rRpYuLEiU633XnnneLBBx/0qD66bQFqT15eHjIzM5Gamqrcduedd6Kurg579+5t9TF79+5FQ0MDJkyYoNyWmpqKzMxM7Nixw+d19oZPPvkEFy9exKOPPtpu2a1btyIpKQnXXXcdHn/8cZSWlvq+gl726quvIiEhATfddBNeeeUVl11BhYWFKCkpcXp9w8PDMXr0aN28vq2xWq1ubRqol9e7vr4ee/fudXqdAGDChAltvk55eXktyt955534z3/+g4aGBp/V1ZesVisAuPXaDho0CCkpKRg7diy2bNni66p53fHjx5Gamoq0tDQ8+OCD+O6779osG4ivdX19PdavX48f/ehHMBgMLsvq/bV21NHP5LbeA55+jgdsACopKUFycrLTbXFxcQgLC0NJSUmbjwkLC0NcXJzT7cnJyW0+Rmveeecd3HnnnejZs6fLcnfddRfee+89fPnll3jttdewZ88e3HHHHairq/NTTTvv2WefxYYNG7BlyxbMnDkTr7/+Op5++uk2y8uvYfP3hZ5e3+ZOnDiBN954A08++aTLcnp6vS9evAibzebR69Ta//fk5GQ0Njbi4sWLPqurrwgh8Pzzz2PUqFHIzMxss1xKSgrWrFmDDz/8EB999BH69euHsWPH4quvvvJjbTtn+PDh+OMf/4gvvvgCb7/9NkpKSjBy5EiUlZW1Wj7QXmsA+Pvf/46KigqXf7gGwmvdXEc/k9t6D3j6Oa6p3eAXLlyIRYsWuSyzZ8+edse2yFpL0kKIdhO2Nx7TWR35tzh79iy++OIL/OUvf2n3+A888IByPTMzE0OHDkXv3r3x2Wef4b777ut4xTvJk/N+7rnnlNtuuOEGxMXF4fvf/77SKtSW5q+lGq9vcx15vc+dO4eJEyfi/vvvx49//GOXj9Xq6+2Kp69Ta+Vbu10PZs6ciW+++Qbbt293Wa5fv37o16+f8ntWVhbOnDmD3/zmN7jtttt8XU2vuOuuu5TrAwcORFZWFvr27Yt169bh+eefb/UxgfRaA9IfrnfddZdTj0VzgfBat6Ujn8ne+BzXVACaOXMmHnzwQZdl+vTp49axLBZLiwFR5eXlaGhoaJEcHR9TX1+P8vJyp1ag0tJSjBw50q3n9ZaO/FusXbsWCQkJmDp1qsfPl5KSgt69e+P48eMeP9abOvMekGc1ffvtt60GIHlmSUlJCVJSUpTbS0tL23xP+Iun533u3DncfvvtyMrKwpo1azx+Pq283q1JTEyEyWRq8decq9fJYrG0Wj4kJMRlGNaiWbNm4ZNPPsFXX32FHj16ePz4ESNGYP369T6omX9ER0dj4MCBbb43A+m1BoBTp05h8+bN+Oijjzx+rN5f645+Jrf1HvD0c1xTASgxMRGJiYleOVZWVhZeeeUVFBcXK/+wmzZtQnh4OIYMGdLqY4YMGYLQ0FDk5uZi2rRpAIDi4mIcPHgQy5Yt80q93OXpv4UQAmvXrsUPfvADhIaGevx8ZWVlOHPmjNObUA2deQ/s378fANo8h7S0NFgsFuTm5mLQoEEApL73bdu24dVXX+1Yhb3Ek/MuKirC7bffjiFDhmDt2rUwGj3vydbK692asLAwDBkyBLm5ufje976n3J6bm4t77rmn1cdkZWXh008/dbpt06ZNGDp0aIf+P6hBCIFZs2Zh48aN2Lp1K9LS0jp0nP3792vydXVXXV0dDh8+jFtvvbXV+wPhtXa0du1aJCUlYdKkSR4/Vu+vdUc/k7OyspCbm+vUC7Bp0ybPGyo8GjKtIadOnRL79+8XixYtEl26dBH79+8X+/fvF1VVVUIIIRobG0VmZqYYO3as2Ldvn9i8ebPo0aOHmDlzpnKMs2fPin79+oldu3Yptz355JOiR48eYvPmzWLfvn3ijjvuEDfeeKNobGz0+zl6YvPmzQKAKCgoaPX+fv36iY8++kgIIURVVZWYO3eu2LFjhygsLBRbtmwRWVlZonv37qKystKf1e6wHTt2iOXLl4v9+/eL7777TnzwwQciNTVVTJ061amc43kLIcTSpUuF2WwWH330kThw4IB46KGHREpKim7Ou6ioSFx77bXijjvuEGfPnhXFxcXKjyO9v94bNmwQoaGh4p133hEFBQVizpw5Ijo6Wpw8eVIIIcS8efNEdna2Uv67774TUVFR4rnnnhMFBQXinXfeEaGhoeJvf/ubWqfgsaeeekqYzWaxdetWp9f18uXLSpnm571ixQqxceNGcezYMXHw4EExb948AUB8+OGHapxCh8ydO1ds3bpVfPfdd2Lnzp1i8uTJIiYmJqBfa5nNZhO9evUSL730Uov7AuW1rqqqUr6fASif26dOnRJCuPeZnJ2d7TQD9OuvvxYmk0ksXbpUHD58WCxdulSEhISInTt3elQ33QagRx55RABo8bNlyxalzKlTp8SkSZNEZGSkiI+PFzNnzhS1tbXK/YWFhS0ec+XKFTFz5kwRHx8vIiMjxeTJk8Xp06f9eGYd89BDD4mRI0e2eT8AsXbtWiGEEJcvXxYTJkwQ3bp1E6GhoaJXr17ikUce0cV5yvbu3SuGDx8uzGaziIiIEP369RMLFiwQNTU1TuUcz1sIadrlggULhMViEeHh4eK2224TBw4c8HPtO27t2rWtvu+b/y0TCK/373//e9G7d28RFhYmBg8e7DQd/JFHHhGjR492Kr9161YxaNAgERYWJvr06SNWrVrl5xp3Tluvq+P7t/l5v/rqq6Jv374iIiJCxMXFiVGjRonPPvvM/5XvhAceeECkpKSI0NBQkZqaKu677z5x6NAh5f5AfK1lX3zxhQAgjh492uK+QHmt5en7zX8eeeQRIYR7n8mjR49Wysv++te/in79+onQ0FDRv3//DgVBgxBNo8eIiIiIgkTAToMnIiIiagsDEBEREQUdBiAiIiIKOgxAREREFHQYgIiIiCjoMAARERFR0GEAIiIioqDDAERERERBhwGIiIiIgg4DEBEREQUdBiAiIiIKOgxAREREFHT+P3g2O9T3HHcAAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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D6g3EpgLCDpQV++Y5iEhXGICISN/O7ZMve48EOllTrFv6NLcCKdPtiSioMQARkb4p3V9pN/r2eXqPlC/P7vXt8xCRLjAAEZG+KQEo9QbfPk/qjfKl9RvfPg8R6QIDEBHpV2MdcOGQfN3nAaj5+JeOy4siElFQYwAiIv0qLwEcTUB0IhDX27fPFZ0ASM2bKFv3+/a5iEhzDEBEpF8tu798OQBaobQClbEbjCjYMQARkX4pU9J93f2lUAPQ1/55PiLSDAMQEemXvwZAKxiAiEIGAxAR6ZO9UV6ZGfBfALIMky8vHuGK0ERBjgGIiPTpwmF5BegIyXcrQLcWawFikgHhkAdgE1HQYgAiIn1Su7+G+WcANCA/j9oNVuyf5yQiTTAAEZE+KVPRlW4pf0ltfj7OBCMKagxARKRPyviflOv9+7zK87ELjCioMQARkf4IcS2ApGT797mTlQB0CHA4/PvcROQ3DEBEpD9XyoGrFYDBCPQa7N/nThwImMKBhiuA7ZR/n5uI/IYBiIj0p7y5+ythAGCO8u9zm8xAUpZ8/Ty7wYiCFQMQEemPEjyS/dz9pVC63ZRxSEQUdBiAiEh/1PE/fh4ArVCCVzkDEFGwYgAiIv1RWl40awHKaa4Hu8CIghUDEBHpi8MurwINaNcCpHSBVXwHNNVrUwci8ikGICLSl0ulQFMdEBYFxPfXpg6xqUBkT0DYgQtHtKkDEfkUAxAR6Ysy7iZ5MGA0aVMHg4ELIhIFOQYgItIXdQaYRt1fimTOBCMKZgxARKQvSguQv1eAbo1T4YmCGgMQEemL1msAKZQWKI4BIgpKDEBEpB+NtcCl4/J1rQNQr0HyZdUZoL5a27oQkdcxABGRflw8CkAAUfFAj2Rt6xIVD/RIka9f/FbbuhCR1zEAEZF+KEEjKUueiaW1pOZWIHaDEQUdBiAi0g8laCjdT1pTdqJXFmYkoqDBAERE+nGxOQApu7FrrVdzPS6wC4wo2DAAEZF+KEGjl94CEFuAiIINAxAR6YO9Sd57C7g29kZrSkvU5ZPyDDUiChoMQESkD5WlgKMRMEcDUrrWtZH1SG7eE8xxLZwRUVBgACIifVAGQCdlAkadvDUZDC26wTgTjCiY6ORdhohCnt4GQCsYgIiCEgMQEemDOgBaJ+N/FEogu8gARBRMGICISB902wKkrAXEAEQUTBiAiEh7QuhvCrxCaZGqOAbYG7WtCxF5DQMQEWnPdgZorAGMYUDCAK1r4yyuD2COkWeoXSrVujZE5CUMQESkPaX7K2EgYDJrW5fWjEZ5ZhrAcUBEQYQBiIi0p9cB0AruCUYUdBiAiEh7eh0ArVBbgI5qWw8i8hoGICLSnl4HQCuUAMTVoImCBgMQEWlPbQHSaRdYotIC9J08Y42IAl63AtCyZctgMBiQn5+v3iaEwOLFi5GWloaoqChMmDABBw8edHpcfX095s2bh6SkJMTExGDWrFk4c+aMU5nKykrk5eVBkiRIkoS8vDxcvny5O9UlIj26egm4WiFfV1pa9CZhAAADUG8Dai5oXRsi8oIuB6Ddu3fjtddew7Bhw5xuX7FiBVauXInVq1dj9+7dsFgsmDx5Mqqrq9Uy+fn52LBhAwoKCrB161ZcuXIFM2bMgN1uV8vMmTMHxcXFKCwsRGFhIYqLi5GXl9fV6hKRXindSnG9gfAYbevSHnMk0LN5g1aOAyIKCl0KQFeuXMEPf/hDvP7664iPj1dvF0Lg5Zdfxs9//nPcc889yMnJwR/+8AdcvXoV77zzDgDAZrPhjTfewK9//WtMmjQJw4cPx/r167F//3589tlnAIBDhw6hsLAQv//975Gbm4vc3Fy8/vrr+Nvf/oYjRzgNlSioKAEocaC29ehMIscBEQWTLgWgJ598EnfeeScmTZrkdHtpaSmsViumTJmi3hYREYHx48dj27ZtAIA9e/agsbHRqUxaWhpycnLUMtu3b4ckSRgzZoxaZuzYsZAkSS3TWn19Paqqqpy+iCgAqAFIp91fCnUgNFuAiIJBmKcPKCgowN69e7F79+4291mtVgBASkqK0+0pKSk4efKkWiY8PNyp5UgpozzearUiOTm5zfGTk5PVMq0tW7YMS5Ys8fR0iEhragC6Ttt6dEap30W2ABEFA49agE6fPo2nnnoK69evR2RkZLvlDAaD0/dCiDa3tda6jKvyHR1n4cKFsNls6tfp06c7fD4i0omLARKA2AJEFFQ8CkB79uxBeXk5Ro4cibCwMISFhWHLli347W9/i7CwMLXlp3UrTXl5uXqfxWJBQ0MDKisrOyxz/vz5Ns9/4cKFNq1LioiICMTFxTl9EZHOORzApWPydd2PAWoOaJUnuCkqURDwKABNnDgR+/fvR3Fxsfo1atQo/PCHP0RxcTEGDBgAi8WCoqIi9TENDQ3YsmULxo0bBwAYOXIkzGazU5mysjIcOHBALZObmwubzYZdu3apZXbu3AmbzaaWIaIgUHUWaKoDjGagZz+ta9Ox2DTAHA04moDKk1rXhoi6yaMxQLGxscjJyXG6LSYmBomJiert+fn5WLp0KTIzM5GZmYmlS5ciOjoac+bMAQBIkoSHH34YCxYsQGJiIhISEvDss89i6NCh6qDqIUOGYNq0aXjkkUewdu1aAMCjjz6KGTNmICtLpyvFEpHnlO6khAzA5PGQRP8yGuVWKut+ud5JOu+yI6IOef0d57nnnkNtbS2eeOIJVFZWYsyYMdi0aRNiY2PVMqtWrUJYWBhmz56N2tpaTJw4EW+++SZMJpNa5u2338b8+fPV2WKzZs3C6tWrvV1dItJShdL9FSBhIjFTDkAXjwJZ07WuDRF1g0GI4FzXvaqqCpIkwWazcTwQkV79/Xlg56vAuHnAlF9qXZvOfbEU2PISMOJHwKzfaV0boqDkr89v7gVGRNoJlDWAFC33BCOigMYARETaUbaVCJgusOaZalwNmijgMQARkTaa6oHLp+TrAROAmutZUw7U2bStCxF1CwMQEWnjUikAAYTHAj3arvyuS5FxQA+LfJ3dYEQBjQGIiLShdCMlXQd0slK8rnBFaKKgwABERNqoCLDxPwp1TzAGIKJAxgBERNoIlE1QW1Pqy4HQRAGNAYiItBFoiyAq1C4wBiCiQMYARETaCLQp8IqWLUAOh7Z1IaIu0/nmO0QUlGorgasX5et63wW+tZ795M1bm+rkzVx7pmtdIwoidofArtJLKK+uQ3JsJEZnJMBkDKBJAgGEAYiI/K/iuHzZwwJExHZcVm9MYfLmrRe/lVuBGIDISwoPlGHJxhKU2erU21KlSCyamY1pOaka1iw4sQuMiPxPnQIfIFtgtMaB0ORlhQfK8Pj6vU7hBwCstjo8vn4vCg+UaVSz4MUARET+p06BD7DuL4W6JcYxbetBQcHuEFiysQSudiZXbluysQR2R1DuXa4ZBiAi8r9AnQKvYAsQedGu0kttWn5aEgDKbHXYVXrJf5UKAQxAROR/DEBEqvLq9sNPV8qRezgImoh8xuWMFogWawAF+BigyyeBpgYgLFzb+lBAS46N9Go5cg8DEBH5RHszWpZOTMDtjVcBgwmI76dhDbuhRwoQ3gNouAJUngB6DdK6RhTARmckIFWKhNVW53IckAGARZL/gCDvYRcYEXldRzNaXv+wSP4mvj9gMvu/ct5gMLQYCM1uMOoek9GARTOzAchhpyXl+0Uzs7kekJcxABGRV3U2oyXDIE/nFYE6/kfBcUDkRdNyUrHmwRGwSM7dXBYpEmseHMF1gHyAXWBE5FWdzWhRAlBZWG+k+atSvsAARF42LScVk7MtXAnaTxiAiMirOpup0t9gBQBcCO8T4AGIm6KS95mMBuQOTNS6GiGBXWBE5FWdzVTJaA5AYb0CdAaYgmOAiAIaW4CIyKs6mtFigh19DeUAgMHX3+j3unmVEoCunAfqqoDIOG3rQ5rjRqaBhQGIiLxKmdHy+Pq9MABOISjdcAFmgx12YwRMUh+tqugdkRIQkwzUlAOXjgFpw7WuEWmIG5kGHnaBEZHXtTejZXiMvJS/KWkgYAyCtx91IDT3BAtl3Mg0MLEFiIh8wtWMljHlp4BPASQM0Lp63pE4EDi1jeOAQlhnyz4YIG9kOjnbwu4wnWEAIiKfaTOj5bCyBUaArwGk4FT4kOfJRqac3aUvQdAGTUQB45ISgAZqWw9vYQAKedzINHAxABGR/yhjZRKCLQAdA4SrThAKdtzINHAxABGRfzTVA7bT8vVg6QJLyABgAOqrgJoLWteGNKAs+9De6B4D5Nlg3MhUfxiAiMg/Kk8AwiHvot4jWevaeEdYBNCzr3yd3WAhiRuZBi4GICLyj4oW438MQfRhwHFAIY8bmQYmzgIjIv9QAkKwjP9RJF4HHPsHA1CI40amgYcBiIj8I9hmgCm4GCI140amgYVdYETkHxVBtgaQQgl0F49qWw8i8ggDEBH5R7BNgVcoge7SccBh17YuROQ2BiAi8r2GGqD6nHw92LrApHTAFAE4GoHLp7SuDRG5iQGIiHzv0nH5MioeiA6y9VCMxmuhjuOAiAIGAxAR+V6wdn8p1ADEmWBEgYIBiIh871KQDoBWcC0gooDDAEREvlcRpFPgFQxARAGHAYiIfE/tAhugbT18hWsBEQUcBiAi8r1Q6QKznQYaa7WtCxG5hQGIiHyrznZtp/Rg7QKLTgQiJQACuFSqdW2IyA0MQETkW0q3UEwyEBGrbV18xWDgOCCiAMMARES+pawBFKzdXwoGIKKAwgBERL6lBILEIB0AreBAaKKA4lEAWrNmDYYNG4a4uDjExcUhNzcXf//739X7hRBYvHgx0tLSEBUVhQkTJuDgwYNOx6ivr8e8efOQlJSEmJgYzJo1C2fOnHEqU1lZiby8PEiSBEmSkJeXh8uXL3f9LIlIO8G6CWprXAyRKKB4FID69OmD5cuX46uvvsJXX32FO+64A3fddZcaclasWIGVK1di9erV2L17NywWCyZPnozq6mr1GPn5+diwYQMKCgqwdetWXLlyBTNmzIDdfm0TwTlz5qC4uBiFhYUoLCxEcXEx8vLyvHTKRORXl4J8FWiF2gLEXeGJAoLopvj4ePH73/9eOBwOYbFYxPLly9X76urqhCRJ4tVXXxVCCHH58mVhNptFQUGBWubs2bPCaDSKwsJCIYQQJSUlAoDYsWOHWmb79u0CgDh8+LDb9bLZbAKAsNls3T1FIuoqh0OIZelCLIoTwnpA69r4Vl21fJ6L4oSoqdC6NkQBy1+f310eA2S321FQUICamhrk5uaitLQUVqsVU6ZMUctERERg/Pjx2LZtGwBgz549aGxsdCqTlpaGnJwctcz27dshSRLGjBmjlhk7diwkSVLLuFJfX4+qqiqnLyLS2NVL8jR4IHgXQVRE9ABiU+XrysBvItItjwPQ/v370aNHD0REROCxxx7Dhg0bkJ2dDavVCgBISUlxKp+SkqLeZ7VaER4ejvj4+A7LJCcnt3ne5ORktYwry5YtU8cMSZKE9PR0T0+NiLxNGQ8T1wcwR2lbF3/gTDCigOFxAMrKykJxcTF27NiBxx9/HA899BBKSkrU+w0Gg1N5IUSb21prXcZV+c6Os3DhQthsNvXr9OnT7p4SEfmKugJ0kLf+KBiAiAKGxwEoPDwc1113HUaNGoVly5bhhhtuwG9+8xtYLBYAaNNKU15errYKWSwWNDQ0oLKyssMy58+fb/O8Fy5caNO61FJERIQ6O035IiKNhcoMMAUDEFHA6PY6QEII1NfXIyMjAxaLBUVFRep9DQ0N2LJlC8aNGwcAGDlyJMxms1OZsrIyHDhwQC2Tm5sLm82GXbt2qWV27twJm82mliGiAKEEgWCfAaZgACIKGGGeFP7Zz36G6dOnIz09HdXV1SgoKMDmzZtRWFgIg8GA/Px8LF26FJmZmcjMzMTSpUsRHR2NOXPmAAAkScLDDz+MBQsWIDExEQkJCXj22WcxdOhQTJo0CQAwZMgQTJs2DY888gjWrl0LAHj00UcxY8YMZGVlefn0icingn0T1NZaLoYohLxFBhHpkkcB6Pz588jLy0NZWRkkScKwYcNQWFiIyZMnAwCee+451NbW4oknnkBlZSXGjBmDTZs2ITb22v4/q1atQlhYGGbPno3a2lpMnDgRb775Jkwmk1rm7bffxvz589XZYrNmzcLq1au9cb5E5C9CABXKNhgh0gIU3w8wmIDGq0B1GRCXpnWNiKgdBiGE0LoSvlBVVQVJkmCz2TgeiEgLVWXAysGAwQj8/DwQFq51jfzjtyPklq+HNgIZt2ldG6KA46/Pb+4FRkS+oXR/9ewXMuHH7hCojOoLADh2+GvYHUH59yVRUGAAIiLfUGeAhUb3V+GBMtzy0ud4/2QkAODzf23DLS99jsIDZRrXjIhcYQAiIt9Qd4EP/gHQhQfK8Pj6vSiz1aFUyKtBZxjKYLXV4fH1exmCiHSIAYiIfEPZDiLIp8DbHQJLNpZA6ew6rgYgq3rbko0l7A4j0hkGICLyjYrQWAV6V+kllNnq1O9LHfKisH0N5QhDEwSAMlsddpVe0qiGROQKAxAReZ/Dfq0FKMi7wMqr65y+P494XBURMBvsSDdcaLccEWmLAYiIvO/yKcBeD5giACm4NyZOjo10+l7AiBNCbgXKMJS1W46ItMUARETepw6AHggYTR2XDXCjMxKQKkWi5ZrPx1sEIAOAVCkSozMSNKkfEbnGAERE3nfxqHwZ5N1fAGAyGrBoZjYAqCFIGQg9wCBvDr1oZjZMRm6LQaQnDEBE5H0VzQEoKVPbevjJtJxUrHlwBCyS3M1V6pADUJb5PNY8OALTclK1rB4RueDRXmBERG5RW4BCIwABcgianG3BrtJLaDxpAL5cg5E9LsHA8EOkSwxAROR9yhigEGkBUpiMBuQOTARSxwJfAobqc0D9FSCih9ZVI6JW2AVGRN5VXy3vhA6ExBggl6ITgOhE+bqyHAAR6QoDEBF5l9L6E9MLiOqpaVU0pYQ/5f+DiHSFAYiIvOuiMgU+tLq/2lAD0DFt60FELjEAEZF3XfxWvkwK0e4vRWLzHmhsASLSJQYgIvKuitCbAeYSu8CIdI0BiIi862JozgBrQw1ARwHBneCJ9IYBiIi8x+FosQ1GiAeghAHyZZ0NuFqhbV2IqA0GICLynqqzQFMtYAwD4vtpXRttmaOubQTLbjAi3WEAIiLvUcb/xGcAJrO2ddEDDoQm0i0GICLyHo7/ccaB0ES6xQBERN5TETq7wLuFAYhItxiAiMh7LobWLvCdUgaCczFEIt1hACIi7+EMMGfqGKBj8gw5ItINBiAi8o6Gq4DttHydLUCynn0Boxmw1wNVZ7SuDRG1wABERN5xqbmbJ7LntZ3QQ53RdG09II4DItIVBiAi8g51/M8gwGDQti56wk1RiXSJAYiIvKOCU+Bd4lpARLrEAERE3qHsAs8p8M44FZ5IlxiAiMg7LhyRL3tlaVsPvWEAItIlBiAi6j6H49oYoF6Dta2L3igB6PIpoKle27oQkYoBiIi6z3ZK3gTVFAH0DPFNUFvrkQyExwLCAVSe0Lo2RNSMAYiIuk/p/kq8DjCFaVsXvTEYrg2EVlrJiEhzDEBE1H0XDsuXHP/jmjIzThkoTkSaYwAiou670PzBzvE/rinBUGkpIyLNMQARUfepLUCDtK2HXvUaIl9eOKRtPYhIxQBERN0jxLWuHbYAuab8v1z4lpuiEukEAxARdU91GVBfBRhMQMJArWujT/H9AVO4PFPu8kmta0NEYAAiou5Sur8SBgBh4drWRa9MYfIeaQDHARHpBAMQEXWPOgCaM8A6pA6E5jggIj1gACKi7uEUePeoA6HZAkSkBwxARNQ96h5gHADdISUglrMFiEgPGICIqHsuchNUtyQ3twBd5EwwIj1gACKirqu5CFytAGAAEjO1ro2+xWfIM8Ear8p7pxGRphiAiKjrlO6vnn2B8Ght66J3prBrIZHjgIg051EAWrZsGW666SbExsYiOTkZd999N44ccf5FFkJg8eLFSEtLQ1RUFCZMmICDBw86lamvr8e8efOQlJSEmJgYzJo1C2fOnHEqU1lZiby8PEiSBEmSkJeXh8uXL3ftLInINzgA2jMcB0SkGx4FoC1btuDJJ5/Ejh07UFRUhKamJkyZMgU1NTVqmRUrVmDlypVYvXo1du/eDYvFgsmTJ6O6ulotk5+fjw0bNqCgoABbt27FlStXMGPGDNjtdrXMnDlzUFxcjMLCQhQWFqK4uBh5eXleOGUi8hqlJSOJW2C4JZkzwYh0Q3RDeXm5ACC2bNkihBDC4XAIi8Uili9frpapq6sTkiSJV199VQghxOXLl4XZbBYFBQVqmbNnzwqj0SgKCwuFEEKUlJQIAGLHjh1qme3btwsA4vDhw27VzWazCQDCZrN15xSJqCPr7hRiUZwQe9drXZPAcPBD+f9r7Xita0KkW/76/O7WGCCbzQYASEhIAACUlpbCarViypQpapmIiAiMHz8e27ZtAwDs2bMHjY2NTmXS0tKQk5Ojltm+fTskScKYMWPUMmPHjoUkSWqZ1urr61FVVeX0RUQ+JARwvrl7OyVb27oECnUtIM4EI9JalwOQEALPPPMMbrnlFuTk5AAArFYrACAlJcWpbEpKinqf1WpFeHg44uPjOyyTnJzc5jmTk5PVMq0tW7ZMHS8kSRLS09O7empE5I4r5UDtJcBg5BpA7krIAIxmoLEGsJ3WujZEIa3LAWju3Ln45ptv8O6777a5z2AwOH0vhGhzW2uty7gq39FxFi5cCJvNpn6dPs03FyKfKm9u/UkYAJijtK1LoDCZgSTOBCPSgy4FoHnz5uGjjz7CF198gT59+qi3WywWAGjTSlNeXq62ClksFjQ0NKCysrLDMufPn2/zvBcuXGjTuqSIiIhAXFyc0xcR+ZAyk0kZ2Evu4Z5gRLrgUQASQmDu3Ln44IMP8PnnnyMjI8Pp/oyMDFgsFhQVFam3NTQ0YMuWLRg3bhwAYOTIkTCbzU5lysrKcODAAbVMbm4ubDYbdu3apZbZuXMnbDabWoaINHa+RL5Mvl7begQaZRxQ+WFt60EU4sI8Kfzkk0/inXfewV//+lfExsaqLT2SJCEqKgoGgwH5+flYunQpMjMzkZmZiaVLlyI6Ohpz5sxRyz788MNYsGABEhMTkZCQgGeffRZDhw7FpEmTAABDhgzBtGnT8Mgjj2Dt2rUAgEcffRQzZsxAVhbXGyHShXIOgO4S5f+r/GDH5YjIpzwKQGvWrAEATJgwwen2devW4cc//jEA4LnnnkNtbS2eeOIJVFZWYsyYMdi0aRNiY2PV8qtWrUJYWBhmz56N2tpaTJw4EW+++SZMJpNa5u2338b8+fPV2WKzZs3C6tWru3KORORtDse1Fgy2AHkmpfn/q/wwYG+SV4gmIr8zCCGE1pXwhaqqKkiSBJvNxvFARN5WcQz43QggLBL42TnAaOr8MSRzOIBlfeSZYE/u4iraRK346/Obe4ERkefKm8f/9Mpi+PGU0XitG+z8AW3rQhTCGICIyHPqDDB2f3WJ0g1mZQAi0go7n4nIc80rQDt6DcHOYxUor65DcmwkRmckwGTseM0vApAiLx6rrqRNRH7HAEREnmvuAntmSwM+rN6h3pwqRWLRzGxMy0nVqma6Z3cIHGrqgxwA9We/QZhDMDQSaYBdYETkmcY6OCqOAQC2VVuc7rLa6vD4+r0oPFCmRc10r/BAGW556XPM+agaABBxtQzTl3/E/y8iDTAAEZFH7BeOwCjsqBQ9UI6eTvcpU0qXbCyB3RGUE0y7rPBAGR5fvxdltjpUIQZnRBIAIL76KEMjkQYYgIjII8cPyCu0fyv6AHCxZx+AMlsddpVe8m/FdMzuEFiysQQtI+EhR18AQJbxFACGRiJ/YwAiIo8Yz38DADjo6N9hufLqOj/UJjDsKr2EMpvz/8dhIQegwYZTDI0BwO4Q2H6sAn8tPovtxyoYVoMAB0ETkUeSrnwLACgR/Toslxwb6Y/qBARXYfBwcwvQEOPpDsuR9goPlGHJxhKnEMsB/4GPLUBE5D4hEGeT1wAqaacFyAD5w2F0RoL/6qVzrsLgYZEOAMgynIYBjnbLkbZajt1qiQP+Ax8DEBG57/JJGOpscBjM+E70bjMCSPl+0cxsTu1uYXRGAlKlSKf/rxPCgjphRrShHv0N5xkadcjV2C0FB/wHPgYgInKfdT8AwJgyBL99cDQsknOLhUWKxJoHR7BboBWT0YBFM+XtL5QQZIepeSA5MMRwiqFRh1yN3WqJY7cCG8cAEZH7yuQB0LAMw7ScVEzOtmBX6SWuBO2GaTmpWPPgCKexJCWOfhhmLMWCYXUYyNCoO+6OyeLYrcDEAERE7mtuAULqMAByy0buwEQNKxRYWofGoeduB3ZtxsCmY1pXjVxwd0wWx24FJgYgInKfVWkBGqptPQKYU2hMugXYBeBcMSAEYGDrmZ4oY7estjqX44AMkLt9OXYrMHEMEBG5p6YCqDorX1c286TuSbkeMJiAqxeBas4m0htXY7cUHPAf+BiAiMg9SutPfAYQGadtXYKFOQrolSVfL/ta27qQS8rYLQ74Dz7sAiMi9yjjf9j95V2pNwDlJXI3WNZ0rWtDLnDAf3BiACIi9ygtQM0DoMlLUm8Evn6XLUA6xwH/wYddYETkHuUD2sIA5FWpN8iXDEBEfsUARESdq6sCLh6Vr6eN0LYuwcaSA8AAVJ8DrpRrXRuikMEARESdKysGIAApHejRS+vaBJeIWCDxOvk6W4GI/IYBiIg6d3avfJk2XNt6BKu0G+XLsmItaxG07A6B7ccq8Nfis9h+rIJ7dxEADoImInecaw5Avdn95ROpNwD7/8wWIB8oPFDmtP0IAKRKkVg0M5tT2EMcW4CIqHNn98mXHP/jG8pA6HPFmlYjULXXwlN4oAyPr9/bZkNTq60Oj6/fi8IDXHwylLEFiIg6VnMRsJ2SrytdNeRdqTcCMAC200D1eSA2Resa6YbdITpcf6e9Fp7/unMIfvHxIZdbWAjIKzkv2ViCydkWmIyGTp+Hgg8DEBF1TBn/k5gJREra1iVYRcYBvQYDFw4BZ78CBt+pdY10obPuK6WFp3XIsdrq8MQ7+zo8tgBQZqvDrtJLsNU2sJssBLELjIg6xvE//tFnlHx55itt66ETnXVfffLNOSzZWNJuC4+7ikqs7CYLUQxARNQxdQYYA5BPKQHoLAOQ3SE6DTf/+dcDbUJLV3xYfK7D51mysYSzxoIUAxARtU8ItgD5S28lAO0FHHZt66KxXaWXOgw3AsClmsZuPYcBQEKMGZdqGjp8HqWbjIIPAxARta/qLFBzATCGcRNUX0seAphjgIYrwIUjWtdGU+XV3W/Zaan1UGbl++/f2FuT+pA+MAARUfuU8SjJQwBzlLZ1CXZG07WFJkO8Gyw5NtKtcgkx4W3CjcIAeSDzK3NGwCI5H88iRWLNgyMwKdvi1fpQYOEsMCJq3+md8mX6GG3rESr6jARObpWD54gfaV0bzYzOSECqFAmrrc7l+BwD5BDzX3dm48l39sIA54HPSihSZnFNzbG4nOJudwi3nmd0RoKXz5D0gC1ARNQ+NQCN1bYeoaLPTfLl2T3a1kNjJqMBi2ZmA2i/+2rRzGx8b1gq1jzYfguPMoXdZDQgd2Ai7rqxN3IHJqrr+7j7PFwPKDgZhBBBOby9qqoKkiTBZrMhLi5O6+oQBZ7GWmBZH8DRBDz1DRDfT+saBb+qMmDlYMBgBF44DUT00LpGPtfRAoTubmPR3UUMuV2Gvvjr85tdYETk2tm9cvjpYQF69tW6NqEhLhUirjcMVWex9csimAbcFtQrEncWPKblpGJytuvuq5aUFp6ucvd59IKrVnsHAxARuaZ0f/UdAxj45uoPhQfKYL7SDxNxFts3f4L/+0d40LZEdLSK8+Pr96pdWN0NN+7y1/N0F1urvIdjgIjINQ6A9islEHxZnwkAGG08DCA4VyR2Z6FDLkDYFjd39S4GICJqSwgOgPajloFgtyMLADDCeBRGOIIyELiz0CEXIHTG0Oh9DEBE1NbFo0BtJRAWyQUQ/aBlIDgs+qJKRCHWUIshhpMAgi8QuLuwIBcgvIah0fsYgIioLaX1J20EEBaubV1CQMsPegeM2OMYBOBaN5ircoHM3YUFuQDhNQyN3scARERtndwmX/bl+B9/aP1Bv9sxGABwk/FIh+UClbLQYWerOHMBwmsYGr2PAYiI2jqxVb7sf6u29QgRrQPBruZxQDcZDwMQQRcIuACh5xgavY8BiIicVZ4AbKfkDVA5A8wvWgeCb8RA1AszehmqMMBgBRB8gWBajnurOJOModH7uA4QETlTWn96jwyJlYj1QgkE8hovQLEYiDGGw5gUcwwj7r4zKANBoC1AqDXnn5FrY30sXAeoSxiAiMiZ2v11i7b1CEEtA0HPneOBbw/jhSEXYQziD7ZAWYBQLxgavYcBiIiuEQIo/ad8neN/NKEGAuMM4Nu1MJZ+Kb8uXI2bmjE0eofHY4C+/PJLzJw5E2lpaTAYDPjwww+d7hdCYPHixUhLS0NUVBQmTJiAgwcPOpWpr6/HvHnzkJSUhJiYGMyaNQtnzpxxKlNZWYm8vDxIkgRJkpCXl4fLly97fIJE5IHKE0DVGcBohr33Tdh+rAJ/LT6L7ccquMCav/UZLa/DdMUKXDjSeXkdsjsEf4ZItzxuAaqpqcENN9yAf//3f8cPfvCDNvevWLECK1euxJtvvolBgwbhl7/8JSZPnowjR44gNjYWAJCfn4+NGzeioKAAiYmJWLBgAWbMmIE9e/bAZDIBAObMmYMzZ86gsLAQAPDoo48iLy8PGzdu7M75ElFHmru/KuOH4nurdnK/IS2ZI4G+ucDxL4Djm4HkwVrXyCPcs4r0ziCE6HIkNxgM2LBhA+6++24AcutPWloa8vPz8fzzzwOQW3tSUlLw0ksv4ac//SlsNht69eqFt956C/fddx8A4Ny5c0hPT8cnn3yCqVOn4tChQ8jOzsaOHTswZow8C2XHjh3Izc3F4cOHkZWV1WndqqqqIEkSbDYb4uLiunqKRKHlg0eBb97D75ruxq+bZjvdpXTAcIaOH219GfhsETBoOjCnQOvauK29jU75M0Tu8Nfnt1enwZeWlsJqtWLKlCnqbRERERg/fjy2bZMXVtuzZw8aGxudyqSlpSEnJ0cts337dkiSpIYfABg7diwkSVLLtFZfX4+qqiqnLyLygMMBcewLAMA2x/Vt7uZ+QxoYMF6+PLEVsDdpWxc3cc8qChReDUBWq7xeRUpKitPtKSkp6n1WqxXh4eGIj4/vsExycnKb4ycnJ6tlWlu2bJk6XkiSJKSnp3f7fIhCyvkDMNSUo0ZE4CuH61ZW7jfkZ5ZhQFQ80FANnNurdW3cwj2rKFD4ZCFEQ6vZCkKINre11rqMq/IdHWfhwoWw2Wzq1+nTp7tQc6IQduwfAOTWn8ZOhgdyvyE/MZquzcY7vlnTqriLe1ZRoPBqALJYLADQppWmvLxcbRWyWCxoaGhAZWVlh2XOnz/f5vgXLlxo07qkiIiIQFxcnNMXEXngOzkAfekY1mlR7jfkRwMmyJfN3ZN6xz2rKFB4NQBlZGTAYrGgqKhIva2hoQFbtmzBuHHjAAAjR46E2Wx2KlNWVoYDBw6oZXJzc2Gz2bBr1y61zM6dO2Gz2dQyRORF9dXAqR0AgEMxo7nfkJ5cN0m+PL0TqJX/cNTz9HLuWUWBwuNp8FeuXMF3332nfl9aWori4mIkJCSgb9++yM/Px9KlS5GZmYnMzEwsXboU0dHRmDNnDgBAkiQ8/PDDWLBgARITE5GQkIBnn30WQ4cOxaRJ8i/6kCFDMG3aNDzyyCNYu3YtAHka/IwZM9yaAUZEHir9J+BoBOIz8JOJd2DP+r0wAE4DWbnfkEbi+wG9BgMXDgPf/QOFhpt1Pb1c2bPqcf4Mkc553AL01VdfYfjw4Rg+fDgA4JlnnsHw4cPx3//93wCA5557Dvn5+XjiiScwatQonD17Fps2bVLXAAKAVatW4e6778bs2bNx8803Izo6Ghs3blTXAAKAt99+G0OHDsWUKVMwZcoUDBs2DG+99VZ3z5eIXGke/4PrJnKTSj0aNBUAcG73h3h8/d42g4yttjo8vn4vCg+UaVG7NvgzRIGgW+sA6RnXASJykxDAqhx5BegHCoCs6QDkbhbuN6QTJ7cB66bDhh4YXvcqHC7+djVADhhbn79DN68Tf4aoK/z1+c29wIhCnfUbOfyYo68NuAX3G9KVPqPRFC5BarBhuOEo9oi2QwFaTi/Xy+vGnyHSM59MgyeiAHL4E/ly4B2AOUrbupBrpjBYk28BAEw07euwKKeXE7mHAYgo1B35WL4cfKe29aAO1faXJ4ncYew4AHF6OZF7GICIQlnlScC6HzAYgcypWteGOjAg9240wYjBxtPoa2i7ThqnlxN5hgGIKJQd+bt82TcXiOFYDT0zxSTgcvJYAMCdxp1O93F6OZHnGICIQtmhjfJl1ve0rQe5JWn0bADAXeG7nG5vPb1czwslEukFZ4ERhaqqc8DJf8nXs+/Sti7kniEzgY8XYLA4jg/uT8NpJLeZXl54oEzXCyUS6QVbgIhC1cENAASQPhboma51bcgdMUlAf3k22Igrm3HXjb2ROzDRKfz4c6FEtjRRIGMLEFGoOvC+fJnzA23rQZ65/m6gdAtw8EPglqfVm+0OgSUbS+AqggjI44SWbCzB5GyLV8YJsaWJAh1bgIhC0aXjwNk98uyv6+/WujbkiSGzAIMJKCsGLh5Vb95VeqlNy09LLRdKBLrXeuPvliYiX2ALEFEoOvABAOBySi62fNeI5NgKblMQKGKS5B3ij34KFL8DTFoEwP0FEMur67rVeuPvliYiX2ELEFGoEQI1u+SNhX91+no8VVCMB17fgVte+px/uQeKGx+QL795D3DYAbi/AOKJi1e71XrjaUsTkV4xABGFmB1bPkbMlROoERH4xD5GvZ3dFwFk0HQgUgKqzgKlXwIARmckIFWKRHttLgYAlrgIvLvrVLutN4DcetNRd5gnLU1EesYARBRC7A6Bii9/DwD4mz0XNbi295e7H4CkA+bIa4PXv34XgLzx6KKZ2QDQJgQp3z8wui+sVd1rvXG3pYlbcpDeMQARhZA9R07idvs2AMB79glt7mf3RQC5YY58WfIRUHsZADAtJxVrHhwBi+QcPpSFEvsnxbh16PLqunYHSbvT0sQtOSgQcBA0UQgJP7IB0YZ6HHX0xl6R2W45dl8EgD6jgOTrgfKD8mDo3CcAyCFocrYFu0ovoby6zmmhxO3HKtw69ImLV3HLS5+3O0h60cxsPL5+LwyAU3cat+SgQMIWIKJQIQQyT74HQGn9af8Dit0XAcBgAEb/RL6++3XA4VDvMhkNyB2Y2GahRHdab3pGm/HyZ992OEi6s5YmrgNEgYAtQESh4sQ/EVN5CLWIwF/s410WMUD+EGP3RYAYOhsoWiyv63TscyBzUofFlXFC7bXeKN+7M8W9o5YmokDAFiCiULFjDQDgwoB7YEOPdgfKsvsigET0AG5sHgu06zW3HtJR683TkzJx+Wpju49tPUasvZYm0ha3KHEPW4CIQkHFMeDI3wEAfb+3AGtG9GizEJ6F2xgEppt+AuxcIy+MWH4YSB7c6UPaa7352zfn3HpKjhHTL25R4j4GIKJQsGMNAAFkTgGSMjEtCey+CBZJ1wGDZwCH/wb862Xg+6+69TCl9aYlTnEPbMoWJa3be5TxWxyf5YxdYERBqGUT+J79ByH2/lG+I3euWobdF0Hk1mfky2/+BFSe6PJhOMU9cHW2RQnANb5aYwAiCjKFB8pwy0uf44HXd+CpgmJ8894SGOz1uJQ0Csi4TevqkS/0HgkMuB0QduBfv+3yYdxZTJFjxPSJW5R4jgGIKIi03qU7BZcwx/Q5AGDuuakoPGjVsnrkS7cukC/3vQVUnuzyYTjFPTBxixLPcQwQUZBw1QQ+N+xDRBgasdMxGNsd2SjlLt3Bq/8tcgtf6ZfA578EfvB6lw/FKe6Bh+O3PMcWIKIA5Gqaa+sm8EGG05hj+gcAYGXjvRAwsAk8mBkMwOQX5ev7/wSUfd2tw3GMWGDh+C3PsQWIKMC0N831ezmWFqUE/jNsPUwGgb/bb8JOMUS9h03gQSxtODD0XmD/n4FN/wX86K9yMKKg19kilwDHb7XGFiCiANJ6jI/CaqvDG/86oX4/0bgXt5n2o16EYWnTHKeybAIPcnf8J2CKAEq3AAfe17o25EeejN/iYolsASIKGO5MczUagBhxFb8wrwMA/H/26TgtUgBwm4uQEd8fuO1Z4ItfAYUvAAPvAKL5mocKd8ZvcbFEGVuAiHSmvb/MOpvmCgAOASwMewdphks46UjGb5u+D4BN4CHn5nwgKQuouQAU/bfWtSE/62j8VketyMpmt6GCLUBEOtLRX2b1TY4OHim72bgfc8Lkae/PNz2KWshN4dzmIsSEhQMzfwOsmyZPix80DRgyQ+takcY6a0VuudltKPyhxABEpBOdLWOfPymzw8f3QiVeNr8CAHCM+gmeGvIfeIBTmENXv1xg3Hxg22+Bvz4JpN0ISH20rhVpyJPFEltvkxKMGICIdMCdv8ze3XUKlrhInK+qa1POBDtWh/8OvQw2iORsGKf8Arnh0b6vOOnbHf8FnPgncG4f8P5PgB99JLcOUUjiYonOOAaISAfc+cvMWlWPB0b3BdB6mwKB/w57C2OMh9EUFgPD7LcAhh8C5LDzgzeAiDjg1Hbgb/mACL3ZPiTzZLHEUJglxhYgIj9TFi1sOUPD3b+4+idFY82DI5zGCT1m2oiHwjYBAMLuWSPvDk6kSBwI3LsOeHs2UPw2kDBAniVGIUdZLNFqa9uKDFybKVpZ04BbXvo86GeJMQAReZGrcOPO9NP7b0p36/jJsZHIHZioTnON2v9H3FhcIN85dRmQfZdXz4eCxHWTgOkvAZ88C3z+C8AcBeQ+qXWtyM/cWSxx1g2pePKd9scitlxPqLP3u87u15pBiOBsD62qqoIkSbDZbIiLi9O6OkErUH4BvFGProYb5a+m9gY5K29EPaPNsF1t7PAvs63P33HtObe/Any6UL4+bj4w5RcenQ+FoC+WAltekq9P+SUwbp629SFNtPde9V93DsEvPj7Ubnd8y/ehohJrp+937qw15Op9teZKtV8+vxmAqF3e+MDv6i+ApyGqozLeqEd3wg0A/N+c4Z2+sUjNAQhw/ZeZ+peXww78Ywnwr9/Id4ybB0z+Bbc8oM4JIS+Q+OX/yN+PflRuOTSxMyDUuHq/21V6CQ+8vqPTxz49aRBe/uzbdt/vHr0tA699Wdru/cp7WXvvq8/eno5/y81iAOoqvQag7n6Ye+sYnZXp7gd+d38BPAlRHZUB0GE93alHZ8dwJ9zEx5hxqabR5f0tPT1pEAp2n2r/fK9ekmfzHJM3OcXtPwdu+38MP+Q+IeTw/Nki+fsBE4DvrwViLR0+jILfX4vP4qmC4k7L9Ywy43Jt++9nRoO8KKsrSivSf92Z7bKrzQDAXn8Vp1+ezQDUVVoFoO62RPg6EHgjNHT2gQ90/xcAcC9EdVRXpVvp8lXXv6ju1MOdY7gbbtzxm/tvxIxhaa5/ho78Hdj4FHDlPBAWBdy1Ghj6b155XgpBJR8BHzwKNNUC0YnywomDZzBMh7DtxyrcagHyhoSYcFyqaXB5n4MBqHu0CEDdbYnorEx3A4E7Zfz5gd/RLwDQeYhKiYsAYIC1qntrVnRWD39695GxbRcgu/id/Nf64b/J3ydlAT/4PZA6zP8VpOBy4Qjwl4eB8/vl76+bDExbzpmEIcruELjlpc87nCUmddL64w0MQN3UlQDUna4ndwa4dhQq3Pkw724g8GZoIM8lxISjsqbB/UHO5YeB7auBr98FHE2AwSTP3Ln954CZO7qTlzTVywOj//VbwNEo/5wNvRe49RmgV5bWtSM/Uz7LANdjEfMnZWLVZ0d9WgcGoG7yNAB1p+tpcralzZoJFFrcCTdKVxvQwSDnzB7A4U+AbwqAY59fKzRoGjD5RX4gke9c/A749GfA0U+v3db/VmD4g3LXWEQP7epGfuXO5117rUSA/Me6EGj3/bCzXgQGoG7yJAB1d0CvPxKx3nT0gQ90/xfAH7xRD4/CjYsgbYADN8dewM+zL2BI7T7g+BdAU921Rw++E8idK+/rROQPZ/cC//w1cPhjqD/NpnA5DA2aCvQbByRnA0aTptUk33KnxwNw/X6nfGa2d78yjrS9ECXqr+IUA1DXuRuAlD7P7gzo9UefqF64+4Hf3V8AoPMQpXTnudobSynT2dTyzurhyfT0DlsRs3oCtjPA5VNwVJ5E+Xd7Yb54EFLVtwhrvOL8pInXATn/Btxwn7xqL5EWbGeA4nfkr8pS5/vCewBpw4Feg4GkQfKYofj+QA8Lt2EJEd2dsNNRiHIwAHWPGoCO7kRcbMumW+fT/fr0ZTz//jdtHm9w8XHo+jZX3Hus8ngDgIQYMwBD82Bc1483NA8oEi0e2/I48jHQZkBvy+dOiAkHYEBlTb2LFi0BA4AekWG4UteknonyeOX5FkzNwtiMBOw8XoF1206g4kqD+vjEHuH48bj+GJORiJ2lFfhDi/sByPfn9sXojETsKq3AyuaWM1f/PzOHWfC3b6xqPVrWEQCemijvjv6bfxyFAaLNL5EBwPyJ8mDOt3acxKWaRvV5EmLC8eCYvripfwK+OlGB333+XavnuWbeHfIx3t5xEtVXaxGBRoSjEcnRwF05icjuFQHY64Gmejjqq1Fx4TzsNZWIdlQjVlyB4WoFcPVim/NTmaOBvrlAxm3AwDsAy1DOxCH9EAK4+C3wbaHcLXtmD9BQ3X75CEmeUh/TC4iMk/chi4htvh4LhEUCJrPcqmSKaHE9XL5uMAAGI4DmS+V7p9vQtkw778Ze45ffycA6B7tDYP9ZGy7V1CMhJgJDe0ttxs12dP/WoxfwyuZjuNDiM6JXj3A8dJMF06Z+jwHolVdewf/8z/+grKwM119/PV5++WXceuutnT5ODUAvxCIugh8mpAPhPQApHZD6AMmDgZShgCVH/gvaZNa6dkTucdjl2WPn9snB6OJR+dJ2Rp5ST9RNVfUC0vJqnwcgXS//+d577yE/Px+vvPIKbr75ZqxduxbTp09HSUkJ+vbt695BopOAyNab3l8LRA12B2y1jS3aFa5pLxm6KhsTYcaV+qZ2Hx8fHQ4AqKptRFOLO0wGA6QoM6LC5ZeittGOy1cbYG9Vpme0GVHmMNQ2NqHyapPTzrwmowE9Y8IRbZb75K822lFZ04imVmUSYsIRHW4CYEBNgx2VNQ1qGQEgzGREQkw4YsJN6nnWNdphdwiYjAZEmk3ymbv8K8LFbW6WEwBqGx1ocjgQZjQiKrz5eZr/FQBqG+zy/SYjosLD2hxFALjaYEeTQyDMaEB0uAkGQ+vXvZ16Nt8sAFytt6PR4YDZaER0RNvngSkcCIuQv0wR164r34fHAFHxzV89r12P6y1fsmWHAp3RBKRky18tCQHU2eR1qqrLgJqLQH1181cVUFclX7fXA/YGwN4oz0CzNzZ/33xdCMhN3Y7mPnCH8/cQzbe3us+X/NJO4OPn0HdbhzOjA0AHrYxeousWoDFjxmDEiBFYs2aNetuQIUNw9913Y9myZR0+1tMxQN0Zi+Lu3ijK8wXCStBERERa8Nc6froNQA0NDYiOjsaf//xnfP/731dvf+qpp1BcXIwtW7Y4la+vr0d9fb36fVVVFdLT0z2aBQZ0bUCvJ7vjEhERUfv8FYBc9RHowsWLF2G325GSkuJ0e0pKCqxWa5vyy5YtgyRJ6ld6errbzzUtJxVrHhwBi+S8uJxFisSaB0dg4feyO7y/5YaaJqMBuQMTcdeNvZE7MJHhh4iISId0PQYIAAytxkwIIdrcBgALFy7EM888o36vtAC5a1pOKiZnW9ptvensfiIiIgocug1ASUlJMJlMbVp7ysvL27QKAUBERAQiIiK69ZxK601X7yciIqLAoNsusPDwcIwcORJFRUVOtxcVFWHcuHEa1YqIiIiCgW5bgADgmWeeQV5eHkaNGoXc3Fy89tprOHXqFB577DGtq0ZEREQBTNcB6L777kNFRQVefPFFlJWVIScnB5988gn69eunddWIiIgogOl2Gnx3+WsaHREREXlPyE+DJyIiIvIVBiAiIiIKOQxAREREFHIYgIiIiCjkMAARERFRyGEAIiIiopDDAEREREQhhwGIiIiIQg4DEBEREYUcXW+F0R3KAtdVVVUa14SIiIjcpXxu+3qjiqANQBUVFQCA9PR0jWtCREREnqqoqIAkST47ftAGoISEBADAqVOnfPofqDdVVVVIT0/H6dOnQ2oPNJ43zzsU8Lx53qHAZrOhb9++6ue4rwRtADIa5eFNkiSF1A+OIi4ujucdQnjeoYXnHVpC9byVz3GfHd+nRyciIiLSIQYgIiIiCjlBG4AiIiKwaNEiREREaF0Vv+J587xDAc+b5x0KeN6+PW+D8PU8MyIiIiKdCdoWICIiIqL2MAARERFRyGEAIiIiopDDAEREREQhJ2AD0K9+9SuMGzcO0dHR6Nmzp8syp06dwsyZMxETE4OkpCTMnz8fDQ0NHR63vr4e8+bNQ1JSEmJiYjBr1iycOXPGB2fgHZs3b4bBYHD5tXv37nYf9+Mf/7hN+bFjx/qx5t3Xv3//NufwwgsvdPgYIQQWL16MtLQ0REVFYcKECTh48KCfatx9J06cwMMPP4yMjAxERUVh4MCBWLRoUac/14H4er/yyivIyMhAZGQkRo4ciX/+858dlt+yZQtGjhyJyMhIDBgwAK+++qqfauody5Ytw0033YTY2FgkJyfj7rvvxpEjRzp8THu//4cPH/ZTrbtv8eLFbepvsVg6fEygv9aA6/cvg8GAJ5980mX5QH2tv/zyS8ycORNpaWkwGAz48MMPne7v6nvy+++/j+zsbERERCA7OxsbNmzwuG4BG4AaGhpw77334vHHH3d5v91ux5133omamhps3boVBQUFeP/997FgwYIOj5ufn48NGzagoKAAW7duxZUrVzBjxgzY7XZfnEa3jRs3DmVlZU5fP/nJT9C/f3+MGjWqw8dOmzbN6XGffPKJn2rtPS+++KLTOfznf/5nh+VXrFiBlStXYvXq1di9ezcsFgsmT56M6upqP9W4ew4fPgyHw4G1a9fi4MGDWLVqFV599VX87Gc/6/SxgfR6v/fee8jPz8fPf/5z7Nu3D7feeiumT5+OU6dOuSxfWlqK733ve7j11luxb98+/OxnP8P8+fPx/vvv+7nmXbdlyxY8+eST2LFjB4qKitDU1IQpU6agpqam08ceOXLE6bXNzMz0Q4295/rrr3eq//79+9stGwyvNQDs3r3b6ZyLiooAAPfee2+Hjwu017qmpgY33HADVq9e7fL+rrwnb9++Hffddx/y8vLw9ddfIy8vD7Nnz8bOnTs9q5wIcOvWrROSJLW5/ZNPPhFGo1GcPXtWve3dd98VERERwmazuTzW5cuXhdlsFgUFBeptZ8+eFUajURQWFnq97r7Q0NAgkpOTxYsvvthhuYceekjcdddd/qmUj/Tr10+sWrXK7fIOh0NYLBaxfPly9ba6ujohSZJ49dVXfVBD/1ixYoXIyMjosEygvd6jR48Wjz32mNNtgwcPFi+88ILL8s8995wYPHiw020//elPxdixY31WR18rLy8XAMSWLVvaLfPFF18IAKKystJ/FfOyRYsWiRtuuMHt8sH4WgshxFNPPSUGDhwoHA6Hy/uD4bUGIDZs2KB+39X35NmzZ4tp06Y53TZ16lRx//33e1SfgG0B6sz27duRk5ODtLQ09bapU6eivr4ee/bscfmYPXv2oLGxEVOmTFFvS0tLQ05ODrZt2+bzOnvDRx99hIsXL+LHP/5xp2U3b96M5ORkDBo0CI888gjKy8t9X0Eve+mll5CYmIgbb7wRv/rVrzrsCiotLYXVanV6fSMiIjB+/PiAeX1dsdlsbm0aGCivd0NDA/bs2eP0OgHAlClT2n2dtm/f3qb81KlT8dVXX6GxsdFndfUlm80GAG69tsOHD0dqaiomTpyIL774wtdV87qjR48iLS0NGRkZuP/++3H8+PF2ywbja93Q0ID169fjP/7jP2AwGDosG+ivdUtdfU9u72fA0/fxoA1AVqsVKSkpTrfFx8cjPDwcVqu13ceEh4cjPj7e6faUlJR2H6M3b7zxBqZOnYr09PQOy02fPh1vv/02Pv/8c/z617/G7t27cccdd6C+vt5PNe2+p556CgUFBfjiiy8wd+5cvPzyy3jiiSfaLa+8hq1/LgLp9W3t2LFj+N3vfofHHnusw3KB9HpfvHgRdrvdo9fJ1e97SkoKmpqacPHiRZ/V1VeEEHjmmWdwyy23ICcnp91yqampeO211/D+++/jgw8+QFZWFiZOnIgvv/zSj7XtnjFjxuCPf/wjPv30U7z++uuwWq0YN24cKioqXJYPttcaAD788ENcvny5wz9cg+G1bq2r78nt/Qx4+j6uq93gFy9ejCVLlnRYZvfu3Z2ObVG4StJCiE4Ttjce011d+b84c+YMPv30U/zpT3/q9Pj33Xefej0nJwejRo1Cv3798PHHH+Oee+7pesW7yZPzfvrpp9Xbhg0bhvj4ePzbv/2b2irUntavpRavb2tdeb3PnTuHadOm4d5778VPfvKTDh+r19e7I56+Tq7Ku7o9EMydOxfffPMNtm7d2mG5rKwsZGVlqd/n5ubi9OnT+N///V/cdtttvq6mV0yfPl29PnToUOTm5mLgwIH4wx/+gGeeecblY4LptQbkP1ynT5/u1GPRWjC81u3pynuyN97HdRWA5s6di/vvv7/DMv3793frWBaLpc2AqMrKSjQ2NrZJji0f09DQgMrKSqdWoPLycowbN86t5/WWrvxfrFu3DomJiZg1a5bHz5eamop+/frh6NGjHj/Wm7rzM6DMavruu+9cBiBlZonVakVqaqp6e3l5ebs/E/7i6XmfO3cOt99+O3Jzc/Haa695/Hx6eb1dSUpKgslkavPXXEevk8VicVk+LCyswzCsR/PmzcNHH32EL7/8En369PH48WPHjsX69et9UDP/iImJwdChQ9v92Qym1xoATp48ic8++wwffPCBx48N9Ne6q+/J7f0MePo+rqsAlJSUhKSkJK8cKzc3F7/61a9QVlam/sdu2rQJERERGDlypMvHjBw5EmazGUVFRZg9ezYAoKysDAcOHMCKFSu8Ui93efp/IYTAunXr8KMf/Qhms9nj56uoqMDp06edfgi10J2fgX379gFAu+eQkZEBi8WCoqIiDB8+HIDc975lyxa89NJLXauwl3hy3mfPnsXtt9+OkSNHYt26dTAaPe/J1svr7Up4eDhGjhyJoqIifP/731dvLyoqwl133eXyMbm5udi4caPTbZs2bcKoUaO69PugBSEE5s2bhw0bNmDz5s3IyMjo0nH27duny9fVXfX19Th06BBuvfVWl/cHw2vd0rp165CcnIw777zT48cG+mvd1ffk3NxcFBUVOfUCbNq0yfOGCo+GTOvIyZMnxb59+8SSJUtEjx49xL59+8S+fftEdXW1EEKIpqYmkZOTIyZOnCj27t0rPvvsM9GnTx8xd+5c9RhnzpwRWVlZYufOneptjz32mOjTp4/47LPPxN69e8Udd9whbrjhBtHU1OT3c/TEZ599JgCIkpISl/dnZWWJDz74QAghRHV1tViwYIHYtm2bKC0tFV988YXIzc0VvXv3FlVVVf6sdpdt27ZNrFy5Uuzbt08cP35cvPfeeyItLU3MmjXLqVzL8xZCiOXLlwtJksQHH3wg9u/fLx544AGRmpoaMOd99uxZcd1114k77rhDnDlzRpSVlalfLQX6611QUCDMZrN44403RElJicjPzxcxMTHixIkTQgghXnjhBZGXl6eWP378uIiOjhZPP/20KCkpEW+88YYwm83iL3/5i1an4LHHH39cSJIkNm/e7PS6Xr16VS3T+rxXrVolNmzYIL799ltx4MAB8cILLwgA4v3339fiFLpkwYIFYvPmzeL48eNix44dYsaMGSI2NjaoX2uF3W4Xffv2Fc8//3yb+4Llta6urlY/nwGo79snT54UQrj3npyXl+c0A/Rf//qXMJlMYvny5eLQoUNi+fLlIiwsTOzYscOjugVsAHrooYcEgDZfX3zxhVrm5MmT4s477xRRUVEiISFBzJ07V9TV1an3l5aWtnlMbW2tmDt3rkhISBBRUVFixowZ4tSpU348s6554IEHxLhx49q9H4BYt26dEEKIq1eviilTpohevXoJs9ks+vbtKx566KGAOE/Fnj17xJgxY4QkSSIyMlJkZWWJRYsWiZqaGqdyLc9bCHna5aJFi4TFYhERERHitttuE/v37/dz7btu3bp1Ln/uW/8tEwyv9//93/+Jfv36ifDwcDFixAin6eAPPfSQGD9+vFP5zZs3i+HDh4vw8HDRv39/sWbNGj/XuHvae11b/vy2Pu+XXnpJDBw4UERGRor4+Hhxyy23iI8//tj/le+G++67T6Smpgqz2SzS0tLEPffcIw4ePKjeH4yvteLTTz8VAMSRI0fa3Bcsr7Uyfb/110MPPSSEcO89efz48Wp5xZ///GeRlZUlzGazGDx4cJeCoEGI5tFjRERERCEiaKfBExEREbWHAYiIiIhCDgMQERERhRwGICIiIgo5DEBEREQUchiAiIiIKOQwABEREVHIYQAiIiKikMMARERERCGHAYiIiIhCDgMQERERhRwGICIiIgo5/z9PnZzCcr9BDgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WGICISPtqLgDXLgLQAXFDPfMcccMAfRBw/TJQfc4zz0FEmsEARETad+GwdB0zuOcrwHckOBTo2xKuzhd65jmISDMYgIhI+yxF0nV8umefR+kGK/Ts8xCR6hiAiEj7LrQEILOnA9CtLc93xLPPQ0SqYwAiIu2TW4DMt3r2eeRzATEAEfk9BiAi0rbGOuDSt9JtT3eBxQ+TrqvOAPU1nn0uIlIVAxARadvFo4BoBsKigN6Jnn2u8GggMkG6XXHUs89FRKpiACIibWs9ANobi5SyG4woIDAAEZG2KQOgh3vn+eJbAlBFsXeej4hUwQBERNomt8R4evyPLG6Y/fMSkV9iACIibZPH4sgtM54W3yoAcUkMIr/FAERE2nXtEnD9knQ7doh3nrNvKqAzAHVVQE25d56TiLyOAYiItOviMem6zwDPLYHRVpARiLlZus1uMCK/xQBERNolB6C+t3j3eeM5E4zI3zEAEZF2VcgBKNW7zysPhJYDGBH5HQYgItIuOYDEDfXu8/ZtGW908bh3n5eIvIYBiIi0Sw4g3m4Bim15vksnOBOMyE8xABGRNl2/AlyrkG7HejkARQ+SZoI11ADV57373ETkFQxARKRNcveXqT9g7OXd5w4KkUJQ63oQkV9hACIibbqo0gBomfy88kr0RORXGICISJvUGv8jk5+XA6GJ/BIDEBFpk7wEhrdngMli2QJE5M8YgIhIm5QWIC+fBFHGqfBEfo0BiIi0p7YSuGqRbntrDbC25Oe9fkmakUZEfoUBiIi052JLt1Pvm4DQ3urUISQCMCW11IetQET+hgGIiLRHHnejVuuPTH7+SwxARP6GAYiItOfyd9K1vCq7WpSZYBwITeRvGICISHvkABSbom492AJE5LcYgIhIey6dkK7ZAkREHsIARETaYmsGrpySbqsdgORzAVnPAg3X1K0LEbkVAxARaUvVGcDWCASF3piFpZaIGCAsWrothzIi8gsMQESkLZdPStfRgwG9Bt6iYgZL1/K4JCLyCxp4dyEiakUZ/zNY3XrI5G44BiAiv8IARETacrklAKk9A0ymtACxC4zInzAAEZG2KOcA0koAYgsQkT9iACIibbmkkZMgyhiAiPwSAxARaUf9VaDmvHRbK2OAogdJ17VXuCgqkR9hACIi7bjSMgMsPAYIj1a3LrKQCGlRVuDGDDUi8nkMQESkHcoMMI2M/5HJrUDsBiPyGwxARKQdcgtLrEbG/8g4DojI7zAAEZF2XNbIGmBtyfW5wi4wIn/BAERE2qG1KfAytgAR+R0GICLSBiFuTIHXykkQZUoAOinVk4h8Xo8C0LJly6DT6ZCbm6tsE0Jg8eLFSExMRFhYGO6++24cOXLE7nH19fWYP38+YmNjERERgZkzZ6KsrMyuTGVlJXJycmAymWAymZCTk4OqqqqeVJeItOzqBaChBtDpgaiBatfGXtQAQGcAGq8DNeVq14aI3KDbAWj//v1Yu3Ytbr31VrvtK1aswMqVK7Fq1Srs378fZrMZkydPRk1NjVImNzcXmzZtQl5eHnbu3ImrV69i+vTpaG5uVsrMmTMHhYWFyM/PR35+PgoLC5GTk9Pd6hKR1sndS336A0FGdevSliH4RihjNxiRX+hWALp69SoeffRRrFu3DlFRUcp2IQTeeustvPbaa5g1axbS09Px3nvv4fr16/jwww8BAFarFevXr8dvfvMbTJo0CSNHjsTGjRtx+PBhbN26FQBw9OhR5Ofn43/+53+QmZmJzMxMrFu3Dn/7299w/PhxNxw2EWnOlZa1trQ2AFrGVeGJ/Eq3AtBzzz2H++67D5MmTbLbXlJSAovFgilTpijbjEYjJkyYgF27dgEADhw4gMbGRrsyiYmJSE9PV8rs3r0bJpMJGRkZSplx48bBZDIpZdqqr69HdXW13YWIfMiVEulaPueO1rQeB0REPi/I1Qfk5eXh4MGD2L9/f7v7LBYLACA+Pt5ue3x8PM6cOaOUCQkJsWs5ksvIj7dYLIiLi2u3/7i4OKVMW8uWLcOSJUtcPRwi0gq5BSgqWd16dERpAWIAIvIHLrUAlZaW4mc/+xk2btyI0NDQDsvpdDq7n4UQ7ba11baMo/Kd7efVV1+F1WpVLqWlpZ0+HxFpjByANN8CxC4wIn/gUgA6cOAAKioqMHr0aAQFBSEoKAg7duzAf//3fyMoKEhp+WnbSlNRUaHcZzab0dDQgMrKyk7LXLhwod3zX7x4sV3rksxoNKJ37952FyLyEUL4ThdYZQnQ3KRuXYiox1wKQBMnTsThw4dRWFioXMaMGYNHH30UhYWFGDRoEMxmMwoKCpTHNDQ0YMeOHcjKygIAjB49GsHBwXZlysvLUVRUpJTJzMyE1WrFvn37lDJ79+6F1WpVyhCRH7l2SZoCD5005VyLIhMBgxGwNQFWtjAT+TqXxgBFRkYiPT3dbltERARiYmKU7bm5uVi6dClSUlKQkpKCpUuXIjw8HHPmzAEAmEwmPPHEE1i4cCFiYmIQHR2NF198EcOHD1cGVQ8dOhTZ2dmYO3cu1qxZAwB48sknMX36dKSmpvb4oIlIY+TuL1OS9qbAy/R6IDoZuHhMqm+0RscqEZFTXB4E3ZWXXnoJtbW1ePbZZ1FZWYmMjAxs2bIFkZGRSpk333wTQUFBmD17NmprazFx4kS8++67MBgMSpkPPvgACxYsUGaLzZw5E6tWrXJ3dYlIC5TxPxoPFdGDbgQgTFS7NkTUAzoh/PO87tXV1TCZTLBarRwPRKR1X7wOfLkCGP1vwIy31K5Nxz5/Ddi9CsicB0x9Xe3aEPklb31+cy0wIlKf1meAyeSzQcv1JSKfxQBEROrzlQAk148BiMjnMQARkfp8LgCVADabunUhoh5hACIidV2/AtRVSbe1tgp8W6YkQB8ENNdzVXgiH8cARETqkk+AGJkIhISrW5euGIKk1eoBdoMR+TgGICJSl690f8k4Dog8qNkmsPvkZfy18Bx2n7yMZptfTtTWBLefB4iIyCW+cg4gmRyAKkvUrQf5nfyicizZXIxya52yLcEUikUz0pCdnqBizfwTW4CISF2+FoDk1erZAkRulF9Ujmc2HrQLPwBgsdbhmY0HkV/EMWfuxgBEROqq1PgiqG2xC4zcrNkmsGRzMRx1dsnblmwuZneYmzEAEZG6fHYMUIm0ij1RD+0rudKu5ac1AaDcWod9JVe8V6kAwABEROqpqwauXZRuR/lKF9gAADqg4aq0ij1RD1XUdBx+ulOOnMMARETqkbu/IvoCoT6yZl+QETD1k26zG4zcIC4y1K3lyDkMQESkHl/r/pJFcyA0uc/Y5GgkmEKh6+B+HaTZYGOTo71ZLb/HAERE6vHZAMSp8OQ+Br0Oi2akAUC7ECT/vGhGGgz6jiISdQcDEBGpx1cDEKfCk5tlpydg9WOjYDbZd3OZTaFY/dgongfIA3giRCJSzxUfmwIv41R48oDs9ARMTjNjX8kVVNTUIS5S6vZiy49nMAARkXp87SSIMgYg8hCDXofMwTFqVyMgsAuMiNTRcO3Giuo+1wLUEthqK6ULEfkcBiAiUkflaek6LEq6+JKQCKBXvHT7CgdCE/kiBiAiUoevDoCWsRuMyKcxABGROuTg4CtngG6LU+GJfBoDEBGpw+dbgOSp8AxARL6IAYiI1OHrAYjnAiLyaQxARKQOXz0HkIxjgIh8GgMQEXlfUz1gLZNu+9o5gGRyva9ekKb0E5FPYQAiIu+rPANAACG9pJXgfVHr6ftsBSLyOQxAROR98sypqGRA58On+Ve6wTgQmsjXMAARkfcp4398tPtLxqnwRD6LAYiIvM9X1wBrizPBiHwWAxAReV/rLjBfxplgRD6LAYiIvM/Xp8DLlAB0WtVqEJHrGICIyLtszTcWQvX1LjC5/tZSaWo/EfkMBiAi8q7qc4CtEdAHA71vUrs2PRPRV5rKD9EytZ+IfAUDEBF5l9z9FTUQ0BtUrUqP6XQ3xjFxJhiRT2EAIiLv8pcZYLJozgQj8kUMQETkXf4yA0zGkyES+SQGICLyLn+ZASZjCxCRT2IAIiLv8pezQMt4LiAinxSkdgWIKIAI4b9dYFVngeYmwMC31UDVbBPYV3IFFTV1iIsMxdjkaBj0PrzWnZ/jfyoRec+1S0DDVQA6IGqA2rVxj8hEwGAEmuuB6jJpdhsFnPyicizZXIxya52yLcEUikUz0pCdnqBizagj7AIjIu+Ru4lM/YAgo7p1cRe9/kboYTdYQMovKsczGw/ahR8AsFjr8MzGg8gvKlepZtQZBiAi8p7KVucA8ifKQGjOBAs0zTaBJZuLIRzcJ29bsrkYzTZHJUhNDEBE5D3+NgNMxoHQAWtfyZV2LT+tCQDl1jrsK7nivUqRUzgGiIg8pu2g0Iwrp6RvXf4yA0wmByB5jTMKGBU1HYef7pQj72EAIiKPcDQodHNYIYYD/jMDTBbFcwEFqrjIULeWI+9hFxgRuV1Hg0ITbBYAwL8qe6tRLc9pPQZIcKxHIBmbHI0EUyg6muyugzQbbGxytDerRU5gACIit+poUGgvXEesrhoA8O9fXvevQaF9+gM6A9BUC9RY1K4NeZFBr8OiGWkA0C4EyT8vmpHG8wFpkEsBaPXq1bj11lvRu3dv9O7dG5mZmfj73/+u3C+EwOLFi5GYmIiwsDDcfffdOHLkiN0+6uvrMX/+fMTGxiIiIgIzZ85EWVmZXZnKykrk5OTAZDLBZDIhJycHVVVV3T9KIvKajgaFDtBVAAAuid44Wa3zr0GhhmCgT5J0m91gASc7PQGrHxsFs8m+m8tsCsXqx0bxPEAa5VIA6tevH5YvX46vvvoKX331Fe69917cf//9SshZsWIFVq5ciVWrVmH//v0wm82YPHkyampqlH3k5uZi06ZNyMvLw86dO3H16lVMnz4dzc3NSpk5c+agsLAQ+fn5yM/PR2FhIXJyctx0yETkSR0N9uyvuwAAOCPiOy3nszgTLKBlpydg58v34g9zx+G/Hr4Nf5g7DjtfvpfhR8NcGgQ9Y8YMu59ff/11rF69Gnv27EFaWhreeustvPbaa5g1axYA4L333kN8fDw+/PBDPPXUU7BarVi/fj1+//vfY9KkSQCAjRs3IikpCVu3bsXUqVNx9OhR5OfnY8+ePcjIyAAArFu3DpmZmTh+/DhSU1PdcdxE5CEdDfYc2CYA+d2gUHkgdCXPBRSoDHodMgfHqF0NclK3xwA1NzcjLy8P165dQ2ZmJkpKSmCxWDBlyhSljNFoxIQJE7Br1y4AwIEDB9DY2GhXJjExEenp6UqZ3bt3w2QyKeEHAMaNGweTyaSUcaS+vh7V1dV2FyLyvo4GhcotQGdFnH8OCmULEJFPcTkAHT58GL169YLRaMTTTz+NTZs2IS0tDRaLNPAvPj7ernx8fLxyn8ViQUhICKKiojotExcX1+554+LilDKOLFu2TBkzZDKZkJSU5OqhEZEbdDQodIDcAmQz++egUCUAsQWIyBe4HIBSU1NRWFiIPXv24JlnnsHjjz+O4uJi5X6dzv5NTQjRbltbbcs4Kt/Vfl599VVYrVblUlpa6uwhEZGbORoUOkAvBaCHpt7pn+MiOBWeyKe4fCLEkJAQ3HzzzQCAMWPGYP/+/fiv//ovvPzyywCkFpyEhBtvbhUVFUqrkNlsRkNDAyorK+1agSoqKpCVlaWUuXDhQrvnvXjxYrvWpdaMRiOMRj9ZXJHID2SnJ2Bymhn7Sq7gUlU1EjdLs77Gjb5d5Zp5iLy+Wb0VuH4FiOBYECIt6/F5gIQQqK+vR3JyMsxmMwoKCpT7GhoasGPHDiXcjB49GsHBwXZlysvLUVRUpJTJzMyE1WrFvn37lDJ79+6F1WpVyhCRb5AHhc7o3wgdBBASCUTEql0tzwgOAyITpdscCE2keS61AP385z/HtGnTkJSUhJqaGuTl5WH79u3Iz8+HTqdDbm4uli5dipSUFKSkpGDp0qUIDw/HnDlzAAAmkwlPPPEEFi5ciJiYGERHR+PFF1/E8OHDlVlhQ4cORXZ2NubOnYs1a9YAAJ588klMnz6dM8CIfJU8MDh6INBFl7hPix4E1JyXjrffGLVrQ0SdcCkAXbhwATk5OSgvL4fJZMKtt96K/Px8TJ48GQDw0ksvoba2Fs8++ywqKyuRkZGBLVu2IDIyUtnHm2++iaCgIMyePRu1tbWYOHEi3n33XRgMBqXMBx98gAULFiizxWbOnIlVq1a543iJSA1yi4i/rQHWVnQycGYnZ4IR+QCdEP45Wq+6uhomkwlWqxW9e/vZukNEvuazl4B9a4A7coHJS9Sujef88zfAP34J3PowMGuN2rUh8kne+vzmWmBE5HlKF5i/twDxXEBEvoIBiIg8L1C6wHg2aCKfwQBERJ5lawYqz0i35RYSfyW3cF27CNTxbPREWsYARESeZS0DbI2AIQTonah2bTwr1ASEt0zzZysQkaYxABGRZ8lBoM8AQG/ovKw/aH1GaCLSLAYgIvIsOQj4e/eXjAOhiXwCAxAReVagzACTMQAR+QQGICLyLDkI+PsMMJkyE+y0qtUgos4xABGRZ8kBKGawuvXwFrYAEfkEBiAi8hybrVUXWKCMAWppAao+BzTWqlsXIuoQAxAReU7NeaCpDtAHSbPAAkF4DGBsOX2/fP4jItIcBiAi8pzLJ6XrPgMAg0trL/suna7VVHh2gxFpFQMQEXnOlZYAFCjjf2RcEoNI8xiAiMhz5Bag6AALQBwITaR5DEBE5DmBNgNMxgBEpHkMQETkOUoLUIDMAJNxOQwizWMAIiLPsDXfGAMTqC1AVWeB5kZ160JEDjEAEZFnWMuA5gZpFXhTktq18a5eZiAoFBDNgLVU7doQkQMMQETkGfIMsKiBgbEKfGt6/Y2ZYBwHRKRJDEBE5BmBOgNMJneDXWYAItIiBiAi8ozLAXoOIFmMPBPspLr1ICKHGICIyDMC9SSIspibpevL36lbDyJyiAGIiDwj0LvAYlKkawYgIk1iACIi92tuAqpaFgIN9BagqrNAU726dSGidhiAiMj9qs4AtiZpKnhkotq1UUevOCAkEhA2nhCRSIMYgIjI/eSp39GDpCnhgUinA2I5DohIqwL0nYmIPCpQl8BoSxkIfULdehBROwxAROR+gT4DTMaZYESaxQBERO4X6DPAZEoA4rmAiLSGAYiI3I8tQBK2ABFpFgMQEblXU4M09RtgC5AcAK9dBGqrVK0KEdljACIi96o8LU39Do4AIs1q10ZdxkhpZXiA3WBEGsMARETuJc94ir1Zmgoe6GJ5RmgiLWIAIiL3uvStdC0vBRHo5G4wToUn0hQGICJyr0tyC9AQdeuhFRwITaRJDEBE5F5KAGILEAAGICKNYgAiIvcR4kYXGAOQRFkV/qT0+yEiTWAAIiL3uX4ZqKsCoOMUeFnUAEBnABqvA9Xn1a4NEbVgACIi95Fbf/okASHh6tZFKwzBQNRA6Ta7wYg0gwGIiNxHHv/DGWD2OBWeSHMYgIjIfZTxP5wBZocDoYk0hwGIiNyHM8AcU84FxABEpBUMQETkPpcZgBySuwQv8WSIRFrBAERE7tFUL60DBrALrC05EFadARrr1K0LEQFgACIid7lSIi2CauwN9IpXuzba0iseCDVJv58rXBSVSAsYgIjIPZQ1wLgIajs6HRCbKt2+eEzduhARAAYgInIXzgDrXF85AH2rbj2ICICLAWjZsmW4/fbbERkZibi4ODzwwAM4fvy4XRkhBBYvXozExESEhYXh7rvvxpEjR+zK1NfXY/78+YiNjUVERARmzpyJsrIyuzKVlZXIycmByWSCyWRCTk4OqqqquneUROR58gwnDoB2rC9bgIi0xKUAtGPHDjz33HPYs2cPCgoK0NTUhClTpuDatWtKmRUrVmDlypVYtWoV9u/fD7PZjMmTJ6OmpkYpk5ubi02bNiEvLw87d+7E1atXMX36dDQ3Nytl5syZg8LCQuTn5yM/Px+FhYXIyclxwyETkUdwDbDO9b1Fur7EFiAiTRA9UFFRIQCIHTt2CCGEsNlswmw2i+XLlytl6urqhMlkEu+8844QQoiqqioRHBws8vLylDLnzp0Ter1e5OfnCyGEKC4uFgDEnj17lDK7d+8WAMSxY8cc1qWurk5YrVblUlpaKgAIq9Xak0MkImfYbEIsTRJiUW8hLhSrXRttunJa+v0siRGiqVHt2hBpltVq9crnd4/GAFmtVgBAdHQ0AKCkpAQWiwVTpkxRyhiNRkyYMAG7du0CABw4cACNjY12ZRITE5Genq6U2b17N0wmEzIyMpQy48aNg8lkUsq0tWzZMqW7zGQyISkpqSeHRkSuuFoB1FsBnR6IHqR2bbTJlAQEhwO2xhunCyAi1XQ7AAkh8MILL2D8+PFIT08HAFgsFgBAfLz9FNj4+HjlPovFgpCQEERFRXVaJi4urt1zxsXFKWXaevXVV2G1WpVLaWlpdw+NiFx18ah0HZUMBBnVrYtW6fU3BohzHBCR6oK6+8B58+bhm2++wc6dO9vdp2szBVYI0W5bW23LOCrf2X6MRiOMRr7xEqmiouUDPW6ouvXQur6pQHkhcOk4gOlq14YooHWrBWj+/Pn45JNPsG3bNvTr10/ZbjabAaBdK01FRYXSKmQ2m9HQ0IDKyspOy1y4cKHd8168eLFd6xIRaYDcAiQP9CXHlJlgxzsvR0Qe51IAEkJg3rx5+Pjjj/HFF18gOTnZ7v7k5GSYzWYUFBQo2xoaGrBjxw5kZWUBAEaPHo3g4GC7MuXl5SgqKlLKZGZmwmq1Yt++fUqZvXv3wmq1KmWISEPYAuScWAYgIq1wqQvsueeew4cffoi//vWviIyMVFp6TCYTwsLCoNPpkJubi6VLlyIlJQUpKSlYunQpwsPDMWfOHKXsE088gYULFyImJgbR0dF48cUXMXz4cEyaNAkAMHToUGRnZ2Pu3LlYs2YNAODJJ5/E9OnTkZqa6s7jJ6KeEqJVCxD/PzvVeiq8zSaNCyIiVbgUgFavXg0AuPvuu+22b9iwAT/+8Y8BAC+99BJqa2vx7LPPorKyEhkZGdiyZQsiIyOV8m+++SaCgoIwe/Zs1NbWYuLEiXj33XdhMBiUMh988AEWLFigzBabOXMmVq1a1Z1jJCJPqrEAdS0zwGJ4DqBORQ0EDCFA43Wgugzo01/tGhEFLJ0QQqhdCU+orq6GyWSC1WpF79691a4Okf86+QXw++9La4DNP6B2bbTv7Uygohh49M9AymS1a0OkOd76/Gb7KxH1jDz+hwOgnaNMhec4ICI1MQARUc9c5ABol8hBkecCIlIVAxAR9cxFtgC5pG9LCxDXBCNSFQMQEXWfEOwCc5X8e6o4Jv3+iEgVDEBE1H015S1rgBm4CryzYlIAfbD0e7OWqV0booDFAERE3VfRcv6f6EFcA8xZQSE3BkJXFKtbF6IAxgBERN2nDIBm95dL4tOk6wtF6taDKIAxABFR98ktQH05A8wl8cOk6wtsASJSCwMQEXWfMgOMS2A4q9kmcNSWBAC4XvoNmm0cCE2kBgYgIuoem+1GC4bcokGdyi8qx/g3vsC/fXYdABBcdRL3LP8c+UXlKteMKPAwABFR91SdBhqvAQYj1wBzQn5ROZ7ZeBDl1jpYEA2rCEewrhm9ak7hmY0HGYKIvIwBiIi6x9IygDfuFsDg0rrKAafZJrBkczFudHbpcExIC6EO0ZUCAJZsLmZ3GJEXMQARUffIM5jih6tbDx+wr+QKyq11dtuOtYwDukV/FgJAubUO+0quqFA7ckazTWD3ycv4a+E57D55mWHVD/BrGxF1j9wCxPE/XaqoqWu37XhLC9AtLS1AHZUj9eUXlWPJ5mK7EJtgCsWiGWnITk9QsWbUE2wBIqLuuXBYujanq1sPHxAXGdpum9wClKov7bQcqav12K3WLNY6jt3ycQxAROS6OitQdVa6Hc8A1JWxydFIMIVC12rbcSEFoATdFfTBVSSYQjE2OVqdCpJD7cdu3SBv49gt38UARESua5n+LnrfhN3lguMiumDQ67BohnT2ZzkEXUMYztr6ApC6wRbNSINBr+tgD6QGR2O3WuPYLd/GMUBE5LqWAdC7rprx6Lo9ymaOi+hYdnoCVj82ym4syXHRH/1xEf+eYUMaf2ea4+yYLI7d8k0MQETkstKje5EE4FBDP7vt8riI1Y+NYghyIDs9AZPTzNhXcgUVNXUYejITOHwAaa3GAZF2ODsmi2O3fBO7wIjIJc02gerThQCAo7YBdvdxXETXDHodMgfH4P7bbkK/oWOljeVfq1spcsjR2K3WdADHbvkwBiAicsm+kxcxyHYGAHCsZSBvaxwX4YKE26TrC8VAU4OqVaH2HI3dksk/c+yW72IAIiKXXLd8izBdA2pFCEpEx91cHBfhhD79gdA+gK0RuHhU7dqQA/LYLbPJvpvLbAplV6+P4xggInJJUsNJAMBx0Q+2Tr5DcVyEE3Q6IGEEULJD6gZLGKF2jciBtmO34iKlbi+2/Pg2BiAicsnNTd8BAIpsyQ7v10H6dsxxEU5qHYBIs+SxW+Q/2AVGRC7RWwoBAEViEMdFuIPc6sMARORVDEBE5DwhgPPSB/WMad/juAh3kAdCW4qA5iZVq0IUSNgFRkTOu3IKqLcCBiPuyLwTO7OCOC6ip6IHASGRQEMNcPkEEDdU7RoRBQQGICJyXnmhdB0/DDAEwwBwXERP6fVAwq3AmX8B5wsZgIi8hF1gROS884XSdeJIVavhdzgOqEeabQK7T17mmnTkErYAEZHzzh+SrhNvU7UafocBqEPNNtFpN2t+Ubnd+moA16Qj5zAAEZFzhADKv5FuywN3yT3kAGT5BrDZpG4x6jLc5BeV45mNB9G2vYdr0pEz+F9GRM5pNQCa41TcLCYFCA4HGq5KA6FJCTetww9wI9x89s15LNlc3C78AFyTjpzDAEREzpG7v8zpgCFY3br4G0PQjVa1sq9UrYoWNNtEl+HmF38taheO2pZzZU06XxpH5Et11TJ2gRGRc+QAxO4vz+g3Bji7Czj3FTDyUbVro6p9JVe6DDdXrjU6ta+Kmjq/GkfkS3XVOgYgInJO2X7put8Ydevhr+Tfq/x7DmDuXEj39KXrGP/GF34xjsiX6uoL2AVGRF1rargxBb7fWFWr4rduaglAF4qBhmvq1kVlzi6kGx0R0m45FpkOQJ/wYLy19Vu/GEfkTLegVurqKxiAiKhrlsNAcz0QFgXEDFa7Nv7JdBMQmQiI5hthM0CNTY5Ggim003CTYArFr+9PV35ue78cA7w5jsiTnOkW1EpdfQUDEBF1rWyfdN3vdkDHpS48pt9o6fpcYA+ENuh1WDQjDYDjcANIC+5+79YErH5slMM16Z6flIKq6x2PE3J1HJHanK2DFurqKzgGiIi6VioHIHZ/edRNY4CjmzkOCEB2uhRu2g74NbcZ8JudnoDJaeZ2g5z/9s15t9XF2S45T3K2Dlqoq69gACKirslTs5NuV7ce/q5fy++37IC69dCIjsJN2wV3DXpduzXpXBlHVHmtwWFXmQ5S4BqbHN3NI3AfuVvQYq3TfF19BbvAiKhzNRbAehaADrhptNq18W+JtwE6A1BzHrCeU7s2miCHm/tvuwmZg2PahZ+OuGMcESB1tTn7nJ7kbLegFurqKxiAiKhzcvdXXBpgjFS3Lv4uJAKIlz7klHFX1C3uGEektWnlcregL9TVF7ALjIg6J38Qs/vLO5LGSbPuzu4Bhn1f7dp4XFcnKeyJno4j0mJrii/VVesYgIioc6XyCRAZgLzB1j8L+v3rUHVsO44OuezXH27eOKtxT8YRaZUv1VXL2AVGRB1rrAXOtQzI7Z+pbl0CQH5ROWZubgYA9K46jqfW/QPj3/gC+UXlKtfM/bpa7NSdx9zdcUTk3xiAiKhjZfsBWyMQmQBED1K7Nn5NDgRF1eEoscVDrxMYpf/WI4FAbTyrMWkBAxARdez0v6TrAXfwBIge1DYQ7LMNBQBk6I/5ZSDgWY1JC1wOQF9++SVmzJiBxMRE6HQ6/OUvf7G7XwiBxYsXIzExEWFhYbj77rtx5MgRuzL19fWYP38+YmNjERERgZkzZ6KsrMyuTGVlJXJycmAymWAymZCTk4OqqiqXD5CIeuCMHICy1K2Hn2sbCPaLVADA7frjAPwvEPCsxqQFLgega9euYcSIEVi1apXD+1esWIGVK1di1apV2L9/P8xmMyZPnoyamhqlTG5uLjZt2oS8vDzs3LkTV69exfTp09Hc3KyUmTNnDgoLC5Gfn4/8/HwUFhYiJyenG4dIRN3SVH/jjMQDx6tbFz/X9oN+r+0WAMCtupMIRX2H5XwVz2pMWuDyLLBp06Zh2rRpDu8TQuCtt97Ca6+9hlmzZgEA3nvvPcTHx+PDDz/EU089BavVivXr1+P3v/89Jk2aBADYuHEjkpKSsHXrVkydOhVHjx5Ffn4+9uzZg4yMDADAunXrkJmZiePHjyM1NbXdc9fX16O+/sYbRXV1tauHRkStnTsINNUBEX2B2CFq18avtf2gLxVxKBfRSNBdwUj9d9htG+awnK/iWY1JC9w6BqikpAQWiwVTpkxRthmNRkyYMAG7du0CABw4cACNjY12ZRITE5Genq6U2b17N0wmkxJ+AGDcuHEwmUxKmbaWLVumdJeZTCYkJSW589CIAs+ZndL1gCyO//Gw9mct1mG/TfqiN1Z3TDlrsb8EAp7VmLTArQHIYrEAAOLj4+22x8fHK/dZLBaEhIQgKiqq0zJxcXHt9h8XF6eUaevVV1+F1WpVLqWlpT0+HqKApgyAZveXpzkKBLtt0s/jDUUA/C8Q8KzGpDaPnAhR1+bbohCi3ba22pZxVL6z/RiNRhiNxm7UlojaaawDzu6WbiffqW5dAkTbsxb/0zYcADBS/x3WPjQEk/0wEPCsxqQmtwYgs9kMQGrBSUi48c9aUVGhtAqZzWY0NDSgsrLSrhWooqICWVlZSpkLFy602//FixfbtS4RkQec3S2N/4lMAPreonZtAkbbQFD3jwEIrTmDyeHfAUhRu3oewbMak1rc2gWWnJwMs9mMgoICZVtDQwN27NihhJvRo0cjODjYrkx5eTmKioqUMpmZmbBardi378ZigHv37oXValXKEJEHnfxCuh58L8f/eFnrsxaHpkoTRZTXg4jcxuUWoKtXr+K7775Tfi4pKUFhYSGio6PRv39/5ObmYunSpUhJSUFKSgqWLl2K8PBwzJkzBwBgMpnwxBNPYOHChYiJiUF0dDRefPFFDB8+XJkVNnToUGRnZ2Pu3LlYs2YNAODJJ5/E9OnTHc4AIyI3O7kNAHCi1xgUF55j14RaBt8DfLVeeT2IyH1cDkBfffUV7rnnHuXnF154AQDw+OOP491338VLL72E2tpaPPvss6isrERGRga2bNmCyMhI5TFvvvkmgoKCMHv2bNTW1mLixIl49913YTAYlDIffPABFixYoMwWmzlzZofnHiIiN7paAVw4DAB4eGsoLqMQgPsXqSQnDLwT0OmByycAaxlg6qd2jYj8hk4I4R/nVm+juroaJpMJVqsVvXv3Vrs6RD7j68/WYsS+/4MjtgG4r2GZsl1u++EMHS/7n0nSCSlnrgJG8WSw5P+89fnNtcCISNFsEzj31acAgH/abrW7zx/XpPIJg++VrjkOiMitGICISLHv5EWMbT4IANjRJgAB/rcmlU8YPFG6PvkPoLlR3boQ+REGICJSNJ7dh1hdNapFuHImYkf8ZU0qn9BvDBAeA9RZgbN71K4Nkd9gACIixeAr/wQAbLPdhqZO5kj4y5pUPkFvAIZkS7eP/13durio2Saw++Rl/LXwHHafvMyuU9IUj5wJmoh8U2LFdgDAP5pHObyfi1SqZEg2UPgBcPwzYOrraBbQ/NmT84vKlbNayziTkLSEAYiIJJdPQnfxGGy6IOyw3QodYLdSNxepVNHgewFDCFBZgn/u3omXdjRoOljkF5XjmY0H2630brHW4ZmNBzmTkDSBXWBEJPk2HwCgH5iFNx67i4tUaomxF5A8AQCw69ONduEHuBEs8ovK1aidnWabwJLNxe3CD8CZhKQtbAEiIskxafo7hkzjIpUaZBsyDfrvCjDVsB+rm2fa3ScgtdAt2VyMyWlmVV+nfSVX2gW01lrPJOQaYKQmBiAiAqrPA2d2SbfTpA9XLlKpLQfD78BIocNt+pPop6tAmYizu18rwcLZGYKcSUhqYxcYEQFH/gJAAEnjuNyCRp1risQeWxoAYLq+4+nwagcLZ2cIciYhqY0BiIiAoo+k6/QfqFsP6lBcZCj+ZhsHAJhh2N1pOTWnn49NjkaCKRQddcLpIA3a5kxCUhu7wIgCXeVp4NxX0qKbaferXRvqwNjkaCyJuBON9e9imP4MBunO45RIVO6XT1FQea0B49/4QrVZYga9DotmpOGZjQc5k5A0jS1ARIHuyCbpeuB4IDJe3bpQhwx6HXJnjsNOWzoA+24wOUrMHJGA5z486NQsMU+2EmWnJ2D1Y6M4k5A0jS1ARIFMCODrP0q32f2lednpCfjmzCPA/q/xgGEn/rv5+wB0MJtC8X/vG4pffXq0w+nnrWeJFRRbPH6SQs4kJK1jACIKZGVfARePAkFhwLDvq10bcsKtk3Igvv41BjVYsHFSMwzJ4zE2Odrp6eervvgOb2391isnKeRMQtIydoERBbJD70vXwx4AQk2qVoWcZOwFXfosAMD46s+QOTgGBr3O6dlfG/5VwpMUEoEBiChw1V8Fij6Wbo/MUbcu5JqRP5Kui/8K1FYBcH5aeVVtY4f3tT6XkDO42Cn5MnaBEQWqI5uAhqtA9GBgQJbatSFX9BsD9B0qdV8W/Rm4/afK9HOLtc5hC48OgCksuNMAJKuoqUOzTXQ6foeLnZKvYwsQUSASAuKr9QCAI+b7sfvUFX579yU6HTCqpRVo//8DhFCmnwNodw4e+ed/u2OgU7s/fek6xr/xBR5Ztwc/yyvEI+v2YPwbXyizyOTFTrW8JlkgY8ucc3RCCL/8zVRXV8NkMsFqtaJ3795qV4dIU/Zs/xvGbX8U9SIYmfW/xRX05rd3X1NbCaxMAxqvAz/6KzDobgCdt8xMTjNj/BtfdN5KFB4M6/XGdvfLIep3c0biV58e7XDAtXw+op0v38sZXyrwh5Y5b31+MwARBZj8onKIP/4I0wz78Ieme/Bq01wANz7geJ4WH/LZ/wH2rQVSpgCP/q+yubPuK7n1Bmh/kkIBoE94MKquO+4m0wGIigjGlWtdd6P9Ye44zgDzMvm17Si8+sr/trc+v9kFRhRAmm0Caz7Zjin6/QCA/9c8TbmPs4B8UMbTAHTAiS3AxePKZnn6+f233aTMEpN1dpLC5yeldBh+AOlvxJnwA6i/JlmgabYJLNlczBl+LuAgaKIAsq/kCh64/hEMQQJfNg/HCWG/8KlWVhQnJ8UMBm65Dzj2N2D3KmDmb516WEcnKfzbN+fdVjUudupdzp4Hiv/bN7AFiCiAVFecxsOGbQCAt5s7XveL3959SNZ86brwQ2ldNyc5aiVyNrRER4RwsVONcfZ/lv/bNzAAEfmhjmaBjDi9AUZdE/bYhmKPLa3Dx/Pbuw/pPw4YdA9gawJ2/EePduXsSu6/vj9d+bnt/QAXO1WDs/+z/N++gV1gRH6mo1kgyyb2wYTvpHW//qtplsPHyjN4+O3dx9z7C+DUNuDrPwB3viB1jXWDsyu5Z6cnYLV+VLu/M7OPzTbyJ86cB4r/2/YYgIj8SEezQCzWOlRt/gV0hgZc7jsWe0rTOv2A47d3H9NvDJAyFTjxOfDFr4EHN3R7V/Ig6a7CDRc71RZnwytfnxs4DZ7ITzTbBMa/8YXDgZC36b7DX4z/Dht0EHO3oaDS7PPnCqE2yr8B1twFQAA//hQYOL5Hu+vqTNCkTTwPkPPYAkTkgxx9OHU0C0QHG/49WFr09KOmO9Gvrj+y02P47d3fJNwKjPkJ8NV64LOXgKe+BAzdf4vnSu6+iS1zzmMAIvIxHX3D+1662WH5HEMBRum/w1URiv9smo2ft8wC4QecH7r3F8CRj4GKI8D+dcC4Z9SuEanAmf9ttvAxABH5lM7G+Kz/1+l25RNxCS8FSQOflzc9gguI5iwQfxYeDUz8d+BvzwNblwA3TwZib1a7VqQx/tBN5g6cBk+kMR1NYXfmTK963Y0Bj3rY8J/B76CXrg77bKn4sHkiz88SCEb9GEieADTVApueBJqb1K4RaQgXsr2BLUBEGtLZNzNTWEinZ3oFAPks9zoA8wx/QZahGNeEEa80PgkBPWeBBAK9HnjgbeDtLODcAWDHcqlrjAJeV1+idJCWy5icZg6I9wm2ABF5WUctPF19M9tabHFq/z+5YyBmRB7Dz4I+AgC81vgEansn+8xCiOQGpn7Afb+Rbn/5H8DRzerWhzTBleUyOnqf8idsASLyoo5aeP7vfUPxq0+PdvrNbFPhOaeeY2ZiNUYUvQWdTuBM/1l4aMKL+E0ADnAMeLc+CJz7Ctj7DvDxU8BPBwHxw9SuFanI2WUwCooteOFPhX4/RojnAaIe6WomQaDNNOjseDsawNz2pGWdiY4IQeW1hg7P9Hpb72p8HPY6dNZSYMAdQM4mIMjY/QMi39bcCGycBZR8CfQyA//2WbfPEk2+b/fJy3hk3Z5uPVZ+1/ZGSzLPAxTAtBIauqpHVzMJtDTTwJnfaU/DXGfHOznN3OUAZmc8cFsiNvzrtMMzvd6ku4gPglZAZz0HRA8GHtrI8BPoDMHAg+8B794HVBQD798vnSQxaoDaNSMVdLVcBiBNpHDU2+VojJA7vgA7KuMtbAFyM09+iLo7NHTVWtFVuOmoNQMAnrwrGWu/LOnw/tbfIjz1T+TssTh7vD35feROSsGbW0+0fxFc9Ie542CtbWhXlzsiL+B/gv8DYdfPA9GDpA+53ok9fj7yE1crgA3fAy6fkFqCHv0TkDBC7VqRCuT3KqD9lyhnw0BH70OufgHuqMyL9yThh5mpHv/8ZgByI09/iMqhwR2tGZ3VBUCn9fjdnJH41adHOx1M19G3CHk/ZlModr58LwqKLR77J3LmWFY/NqrLMl2Fua5+HzoAprBgVNU2Ov6FOKH176ztN68h1n/hln89D13DVanl58d/Y/ih9qrPAxt/ILUEBUcAs9YAQ2eoXStSQWcnU3V0PrG2fnLHQGz41+kefQEGOn7ftdVfx9m3ZjMAdZe3A1BPW0Sc+RA1m0Lxf+9Lw68+7XlrRmdjUfqEB6PquuMPax2AqIhgXLnW/Q9z2fOThuCtrd967J/ImWOJ720EoIOluvthzl2/j9b7dLSQYbu+94brwNbFwL410s8D7wRmvy+dDI/IkTor8KcfAae2Sz+PeQKY8msgJFzVapH3dbScjjNjhKIjQnDlWkOH93f1ntnV+66t/jpKGYC6zxMBqKNWlc4WoZR58kPUldYMZ1pvvKVPF60iPf0n0po+YcGw1jZ2OIDZ2YALIYBv84HPXwOunJS2jX0SmLpUGvNB1JmmBuCLXwK7fiv93Kc/MHUZcMt9gM5/JyhQ1+TPso7GCHniC58jDEA91J0A1N1xJKawkG6PrHcXZwKBt/54yTG5xQvovIWnw79DIYDTO6XzupTskB7Uywzc/zsgZZJXj4X8wHdbgU8WANUtp1cYeCdw5wvAoHsYhAJYZ2OEAKn7y5lusp5gAOohVwNQT8aReOMPQms6m44NSK03QjgeVOeOMTFa09X0dGfHPDl0/QpwZBNw8H2gvFDaZggBxj0L3LkQCOVpHqibGq4B/1wJ7PpvoLmlS8M8HBj5I2D4D9mdGqDU/sLPANRDrgQgrYyJ6SpUaEHrrprnPuz4W4I8fqej+901K6onWreaXajufFpoZ2HOmd+HK7PeYLNJA1VPbQNObpNae2wt6zkFhQEjHwWy5gNRA7t76ET2rGVSl9iB96Q1xABAHwwMyJQWVB18LxA3FNAb1K0neU1XQz66mkrf2XtmV++7DEA95GwAcmb8jjN62iLS1YeoO1+krlorTOHBsLYEvs4+zHsy621ymtnj/0TOHguATpt8uwpzzv4+2mmsBapKgaqzQNUZ4OJxwPINYDkMNFy1L2u+FRj+IHDbo0BEjIOjJXKDa5eBoj8DhR8A5V/b3xccLk2dTxgBxNwMRCdLp1yITASCQ9WpL6miq24yZ94zgY7fdzkLrIeUAPT139E7MqLVPfaHe+R8NX79aXGH+9E5+Gh1tC17mBlbjljaPYOupfz3hpvx2WH7+3UQyh/E/HtvxpiB0fjq9BV8sPeMXYtSdEQw5tyehA/3laLyetuR90J5nj7hwQB0qGpXRqKHQFR4CB6+PQmrd5xUHq1rtQ8AeOZu6UyxefvOorJVy1dUeDAeHtsfo/v3UbY1C4ETF67Cer0eprAQpMT3gqHV+IFmYcN3F67CWtsIU1gwbpbvFwKHSiuxZsepNr+TG/WYnBaHguIK6CAc/hPNvSsZAPA/X3a8j5/eKZX584Eyu99Ln/Bg/HB0P9zWzwQAKCyrwkcHzill5N/nD0bdhBFJUfi6tBIfHTxnt4+o8GDMGnUTRvTrI7XQNNXB1liH0otVuH79GiKDmpEYoYO+uR6orwZqK6XL9SvSdV2Vw9cJgPRhM+AOYPA90jfwvkM6LkvkCZdPAicKgO8KgLN72ofy1kIigYhYIKKv1G0W0kuaWRbSCwiJkC4GI6APAgxB0rU+uOXaIA3e1wdB+c/V6drfVt5WdK3GKDlzmzxhb8llvLfrDC5fvfGeGNMrBI9nDUBGckyX93e2jx+O6IuJM+YwAL399tv4j//4D5SXl2PYsGF46623cOedd3b5OCUAvRKJ3kb+I5BGhfQC+gyQZuJED2r5hn0rEJMifVAQaYGtGbh0Ajh/ELhwBLhSAlw5BVSWAE2+MQuTfEd1vYBpeU1gL4Xxxz/+Ebm5uXj77bdxxx13YM2aNZg2bRqKi4vRv39/53YSnQKEtem3bvXN4HpDM8oqrwNAq/aYGxxtk7a37ApAkEGPwX0joNPpISBwvaEZTc0CQQYdwkMM0EHf6nHS/Y02gWC9HuFGQ5tncPB8reprrW1EubUOjc02pW7BBj0S+4TCFBoM6HSw1jbiXFUtGptvZFupTBj6hN2YJi2gw9X6JjTZbAjS69HLGNTyVB0ERoffqHpeVkCHmvpGNDbbEGzQI9IYDF2rxwsI1NQ1oaHZhhCDAZGhQXb3o6WNqLquCY1NNgQH6dE7NAg6nb79k3Wkp8emDwKCQqWlJ4JCpUHKys9GwBgJhEUDYVHSJTxa+rYcFsVvqqR9egMQd4t0aU0I6dxC1y4B1y4C1yqk1s2G69IA64arQGPL7aZ6qaW07aVZvt14Y58QLddwcBsdbHd0m3xSbROAQx5/Gk23AGVkZGDUqFFYvXq1sm3o0KF44IEHsGzZsk4f6+oYoM7Oe+DsmBhvcceZoImIiLQo4BdDbWhowIEDB/DKK6/YbZ8yZQp27drVrnx9fT3q6+uVn6urq516HoNeh0Uz0vDMxoMdnoF3+azhANBugKtZpYU9DXodMgd3PhDWmTJERESBSrMB6NKlS2hubkZ8fLzd9vj4eFgslnblly1bhiVLlnTrubLTE7D6sVFdBpzJaWa2qhAREfkBzQYgma7N+AghRLttAPDqq6/ihRdeUH6urq5GUlKS08+TnZ7QZcBhqwoREZF/0GwAio2NhcFgaNfaU1FR0a5VCACMRiOMRmOPnpMBh4iIKDC4ME3Gu0JCQjB69GgUFBTYbS8oKEBWVpZKtSIiIiJ/oNkWIAB44YUXkJOTgzFjxiAzMxNr167F2bNn8fTTT6tdNSIiIvJhmg5ADz30EC5fvoxf/vKXKC8vR3p6Oj777DMMGDBA7aoRERGRD9P0eYB6wlvnESAiIiL38dbnt2bHABERERF5CgMQERERBRwGICIiIgo4DEBEREQUcBiAiIiIKOAwABEREVHAYQAiIiKigMMARERERAGHAYiIiIgCjqaXwugJ+QTX1dXVKteEiIiInCV/bnt6oQq/DUCXL18GACQlJalcEyIiInLV5cuXYTKZPLZ/vw1A0dHRAICzZ8969BeoNdXV1UhKSkJpaWlArYHG4+ZxBwIeN487EFitVvTv31/5HPcUvw1Aer00vMlkMgXUH46sd+/ePO4AwuMOLDzuwBKoxy1/jnts/x7dOxEREZEGMQARERFRwPHbAGQ0GrFo0SIYjUa1q+JVPG4edyDgcfO4AwGP27PHrROenmdGREREpDF+2wJERERE1BEGICIiIgo4DEBEREQUcBiAiIiIKOAwABEREVHA8dkA9PrrryMrKwvh4eHo06ePwzJnz57FjBkzEBERgdjYWCxYsAANDQ2d7re+vh7z589HbGwsIiIiMHPmTJSVlXngCNxj+/bt0Ol0Di/79+/v8HE//vGP25UfN26cF2vecwMHDmx3DK+88kqnjxFCYPHixUhMTERYWBjuvvtuHDlyxEs17rnTp0/jiSeeQHJyMsLCwjB48GAsWrSoy79rX3y93377bSQnJyM0NBSjR4/GP//5z07L79ixA6NHj0ZoaCgGDRqEd955x0s1dY9ly5bh9ttvR2RkJOLi4vDAAw/g+PHjnT6mo///Y8eOeanWPbd48eJ29TebzZ0+xtdfa8Dx+5dOp8Nzzz3nsLyvvtZffvklZsyYgcTEROh0OvzlL3+xu7+778kfffQR0tLSYDQakZaWhk2bNrlcN58NQA0NDXjwwQfxzDPPOLy/ubkZ9913H65du4adO3ciLy8PH330ERYuXNjpfnNzc7Fp0ybk5eVh586duHr1KqZPn47m5mZPHEaPZWVloby83O7y05/+FAMHDsSYMWM6fWx2drbd4z777DMv1dp9fvnLX9odwy9+8YtOy69YsQIrV67EqlWrsH//fpjNZkyePBk1NTVeqnHPHDt2DDabDWvWrMGRI0fw5ptv4p133sHPf/7zLh/rS6/3H//4R+Tm5uK1117DoUOHcOedd2LatGk4e/asw/IlJSX43ve+hzvvvBOHDh3Cz3/+cyxYsAAfffSRl2vefTt27MBzzz2HPXv2oKCgAE1NTZgyZQquXbvW5WOPHz9u99qmpKR4ocbuM2zYMLv6Hz58uMOy/vBaA8D+/fvtjrmgoAAA8OCDD3b6OF97ra9du4YRI0Zg1apVDu/vznvy7t278dBDDyEnJwdff/01cnJyMHv2bOzdu9e1ygkft2HDBmEymdpt/+yzz4Rerxfnzp1Ttv3hD38QRqNRWK1Wh/uqqqoSwcHBIi8vT9l27tw5odfrRX5+vtvr7gkNDQ0iLi5O/PKXv+y03OOPPy7uv/9+71TKQwYMGCDefPNNp8vbbDZhNpvF8uXLlW11dXXCZDKJd955xwM19I4VK1aI5OTkTsv42us9duxY8fTTT9ttu+WWW8Qrr7zisPxLL70kbrnlFrttTz31lBg3bpzH6uhpFRUVAoDYsWNHh2W2bdsmAIjKykrvVczNFi1aJEaMGOF0eX98rYUQ4mc/+5kYPHiwsNlsDu/3h9cagNi0aZPyc3ffk2fPni2ys7Pttk2dOlU8/PDDLtXHZ1uAurJ7926kp6cjMTFR2TZ16lTU19fjwIEDDh9z4MABNDY2YsqUKcq2xMREpKenY9euXR6vszt88sknuHTpEn784x93WXb79u2Ii4vDkCFDMHfuXFRUVHi+gm72xhtvICYmBrfddhtef/31TruCSkpKYLFY7F5fo9GICRMm+Mzr64jVanVq1WRfeb0bGhpw4MABu9cJAKZMmdLh67R79+525adOnYqvvvoKjY2NHqurJ1mtVgBw6rUdOXIkEhISMHHiRGzbts3TVXO7EydOIDExEcnJyXj44Ydx6tSpDsv642vd0NCAjRs34ic/+Ql0Ol2nZX39tW6tu+/JHf0NuPo+7rcByGKxID4+3m5bVFQUQkJCYLFYOnxMSEgIoqKi7LbHx8d3+BitWb9+PaZOnYqkpKROy02bNg0ffPABvvjiC/zmN7/B/v37ce+996K+vt5LNe25n/3sZ8jLy8O2bdswb948vPXWW3j22Wc7LC+/hm3/Lnzp9W3r5MmT+O1vf4unn36603K+9HpfunQJzc3NLr1Ojv7f4+Pj0dTUhEuXLnmsrp4ihMALL7yA8ePHIz09vcNyCQkJWLt2LT766CN8/PHHSE1NxcSJE/Hll196sbY9k5GRgffffx+ff/451q1bB4vFgqysLFy+fNlheX97rQHgL3/5C6qqqjr94uoPr3Vb3X1P7uhvwNX38SCXSnvY4sWLsWTJkk7L7N+/v8uxLTJHSVoI0WXCdsdjeqo7v4uysjJ8/vnn+NOf/tTl/h966CHldnp6OsaMGYMBAwbg008/xaxZs7pf8R5y5biff/55Zdutt96KqKgo/PCHP1RahTrS9rVU4/Vtqzuv9/nz55GdnY0HH3wQP/3pTzt9rFZf7864+jo5Ku9ouy+YN28evvnmG+zcubPTcqmpqUhNTVV+zszMRGlpKf7zP/8Td911l6er6RbTpk1Tbg8fPhyZmZkYPHgw3nvvPbzwwgsOH+NPrzUgfXGdNm2aXY9FW/7wWnekO+/J7ngf11QAmjdvHh5++OFOywwcONCpfZnN5nYDoiorK9HY2NguObZ+TENDAyorK+1agSoqKpCVleXU87pLd34XGzZsQExMDGbOnOny8yUkJGDAgAE4ceKEy491p578Dcizmr777juHAUieWWKxWJCQkKBsr6io6PBvwltcPe7z58/jnnvuQWZmJtauXevy82nl9XYkNjYWBoOh3be5zl4ns9nssHxQUFCnYViL5s+fj08++QRffvkl+vXr5/Ljx40bh40bN3qgZt4RERGB4cOHd/i36U+vNQCcOXMGW7duxccff+zyY339te7ue3JHfwOuvo9rKgDFxsYiNjbWLfvKzMzE66+/jvLycuUXu2XLFhiNRowePdrhY0aPHo3g4GAUFBRg9uzZAIDy8nIUFRVhxYoVbqmXs1z9XQghsGHDBvzoRz9CcHCwy893+fJllJaW2v0RqqEnfwOHDh0CgA6PITk5GWazGQUFBRg5ciQAqe99x44deOONN7pXYTdx5bjPnTuHe+65B6NHj8aGDRug17vek62V19uRkJAQjB49GgUFBfj+97+vbC8oKMD999/v8DGZmZnYvHmz3bYtW7ZgzJgx3fp/UIMQAvPnz8emTZuwfft2JCcnd2s/hw4d0uTr6qz6+nocPXoUd955p8P7/eG1bm3Dhg2Ii4vDfffd5/Jjff217u57cmZmJgoKCux6AbZs2eJ6Q4VLQ6Y15MyZM+LQoUNiyZIlolevXuLQoUPi0KFDoqamRgghRFNTk0hPTxcTJ04UBw8eFFu3bhX9+vUT8+bNU/ZRVlYmUlNTxd69e5VtTz/9tOjXr5/YunWrOHjwoLj33nvFiBEjRFNTk9eP0RVbt24VAERxcbHD+1NTU8XHH38shBCipqZGLFy4UOzatUuUlJSIbdu2iczMTHHTTTeJ6upqb1a723bt2iVWrlwpDh06JE6dOiX++Mc/isTERDFz5ky7cq2PWwghli9fLkwmk/j444/F4cOHxSOPPCISEhJ85rjPnTsnbr75ZnHvvfeKsrIyUV5erlxa8/XXOy8vTwQHB4v169eL4uJikZubKyIiIsTp06eFEEK88sorIicnRyl/6tQpER4eLp5//nlRXFws1q9fL4KDg8Wf//xntQ7BZc8884wwmUxi+/btdq/r9evXlTJtj/vNN98UmzZtEt9++60oKioSr7zyigAgPvroIzUOoVsWLlwotm/fLk6dOiX27Nkjpk+fLiIjI/36tZY1NzeL/v37i5dffrndff7yWtfU1CifzwCU9+0zZ84IIZx7T87JybGbAfqvf/1LGAwGsXz5cnH06FGxfPlyERQUJPbs2eNS3Xw2AD3++OMCQLvLtm3blDJnzpwR9913nwgLCxPR0dFi3rx5oq6uTrm/pKSk3WNqa2vFvHnzRHR0tAgLCxPTp08XZ8+e9eKRdc8jjzwisrKyOrwfgNiwYYMQQojr16+LKVOmiL59+4rg4GDRv39/8fjjj/vEccoOHDggMjIyhMlkEqGhoSI1NVUsWrRIXLt2za5c6+MWQpp2uWjRImE2m4XRaBR33XWXOHz4sJdr330bNmxw+Hff9ruMP7zev/vd78SAAQNESEiIGDVqlN108Mcff1xMmDDBrvz27dvFyJEjRUhIiBg4cKBYvXq1l2vcMx29rq3/ftse9xtvvCEGDx4sQkNDRVRUlBg/frz49NNPvV/5HnjooYdEQkKCCA4OFomJiWLWrFniyJEjyv3++FrLPv/8cwFAHD9+vN19/vJay9P3214ef/xxIYRz78kTJkxQysv+93//V6Smporg4GBxyy23dCsI6oRoGT1GREREFCD8dho8ERERUUcYgIiIiCjgMAARERFRwGEAIiIiooDDAEREREQBhwGIiIiIAg4DEBEREQUcBiAiIiIKOAxAREREFHAYgIiIiCjgMAARERFRwPn/EOgxVs0UlVAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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11VeVNitXrsSqVauwdu1aHDhwAEajEZMnT0ZNTY3SJjs7G5s3b0ZOTg52796N2tpaTJs2DWazWWkza9Ys5OfnIzc3F7m5ucjPz0dWVpazd4mI3KnqtHRt6AtoderWItMHXw5snLxN5DcCnL3BvLw83HnnnbjjjjsAAAMHDsR7772Hr7/+GoDUi7RmzRo8//zzuPvuuwEAb7/9NuLj4/Huu+/i4Ycfhslkwptvvom//e1vuPXWWwEAmzZtQlJSErZv344pU6bgu+++Q25uLvbu3Yv09HQAwIYNG5CRkYHjx48jJSXF2btGRO4gD7UZktSto72oAUDNGaDqJ6BfmtrVEJEbOL0nady4cfj3v/+NEydOAAC++eYb7N69G7fffjsAoKioCOXl5cjMzFSeExQUhPHjx2PPnj0AgIMHD6K5udmqTWJiIlJTU5U2eXl5MBgMSkACgDFjxsBgMChtiMgLmVp7kiI9ZI0kGZcBIPI7Tu9JeuaZZ2AymXD11VdDp9PBbDbjxRdfxP333w8AKC8vBwDEx8dbPS8+Ph6nTp1S2gQGBiIqKqpDG/n55eXliIuL6/D6cXFxSpv2Ghsb0djYqPy7urq6h3tJRC4jD7dFemBPEsAj3Ij8iNN7kt5//31s2rQJ7777Lg4dOoS3334bv//97/H2229btdNoNFb/FkJ0uK+99m1stbe3neXLlyuTvA0GA5KSPOxDmIg8d7iNPUlEfsfpIel//ud/8Oyzz+K+++7D8OHDkZWVhSeeeALLly8HABiNRgDo0NtTUVGh9C4ZjUY0NTWhsrLSbpuzZ892eP1z58516KWSPffcczCZTMqluLi4dztLRM5nav1/6Wk9SXI9Jn5uEPkLp4ekS5cuQau13qxOp1OWAEhOTobRaMS2bduUx5uamrBr1y6MHTsWAJCWlga9Xm/VpqysDAUFBUqbjIwMmEwm7N+/X2mzb98+mEwmpU17QUFBiIiIsLoQkQexWC73JEX2V7eW9uR6TCVcK4nITzh9TtL06dPx4osvon///rjmmmtw+PBhrFq1Cr/85S8BSENk2dnZWLZsGYYMGYIhQ4Zg2bJlCA0NxaxZswAABoMBDz74IBYtWoSYmBhER0fjqaeewvDhw5Wj3YYOHYqpU6di7ty5eP311wEADz30EKZNm8Yj24i8Vd05wNwIaLRARF+1q7EW0Veqq6UBqK0Awm33WBOR73B6SHr11Vfx29/+FvPmzUNFRQUSExPx8MMP43//93+VNk8//TTq6+sxb948VFZWIj09HVu3bkV4eLjSZvXq1QgICMDMmTNRX1+PSZMm4a233oJOd3ndlHfeeQcLFy5UjoKbMWMG1q5d6+xdIiJ3kYeywhMAnV7dWtrTtS5uWV0q1cmQROTzNEL4b79xdXU1DAYDTCYTh96IPEHBh8D//T+gfwbwy1y1q+nozSlA8V7g5xuB1LvVrobIb7nr+5vnbiMiz6Gstu1hk7ZlnLxN5FcYkojIc3jqkW0yObxVMSQR+QOGJCLyHJ56ZJuMPUlEfoUhiYg8h8cPt7WGN/YkEfkFhiQi8gxCtBlu89CeJIMckk5zrSQiP8CQRESeob4SaKqVbhv6qVtLZ+S6mmqAhipVSyEi12NIIiLPIPcihcUB+hB1a+lMYCgQGivd5pAbkc9jSCIizyDPR/LUI9tknLxN5DcYkojIM8g9M546aVvGZQCI/AZDEhF5Bk+ftC1TTnTLkETk6xiSiMgzKMNtXhKS5HqJyGcxJBGRZ/D0NZJkynAbQxKRr2NIIiLP4DXDbZy4TeQvGJKISH2NNdI6SYDnH90m9yRdugA01albCxG5FEMSEalPPlIsOBIICle1lC6FRAJBEdJtU4mqpRCRazEkEZH6lKE2D+9FknEZACK/wJBEROpTjmwboG4djlKWAeDkbSJfxpBEROrzliPbZJHsSSLyBwxJRKQ+rx1uY08SkS9jSCIi9VV5yeH/Mi4DQOQXGJKISH3eNtxmkFfdZkgi8mUMSUSkruYGoK5Cuu1tPUk1ZUBLk7q1EJHLMCQRkbrktYYC+wAhUerW4qiwK4CAYAACqC5VuxoichGGJCJSl6nNUJtGo24tjtJoLg8Ncl4Skc9iSCIidSlrJHnJfCQZlwEg8nkMSUSkLm87sk3GniQin8eQRETqkkOGtxzZJovkWklEvo4hiYjU5a3DbcoyAAxJRL6KIYmI1CUPtxm8bLiNC0oS+TyGJCJSj7kZqDkj3fa6niQ5JJUCFou6tRCRSzAkEZF6qs8AwgLogoCwOLWr6Z7wBECjAyzNQG252tUQkQswJBGRepRJ2/0ArZd9HOkCAENf6TaXASDySV72qUREPqWqTUjyRvI8Ks5LIvJJDElEpB45XHjbfCQZlwEg8mkMSUSkHjlceNuRbTIDQxKRL2NIIiL1+EpPEofbiHwSQxIRqafKS1fblhl4/jYiX8aQRETqEAIwlUi3vbYnqc3EbSHUrYWInI4hiYjUUXcOMDcCGi0Q0VftanpGrrv5EnDporq1EJHTMSQRkTrkIarwBECnV7eWntIHA33ipdsmTt4m8jUMSUSkDjlUeOsaSTLOSyLyWQxJRKQOb5+0LYvkgpJEvoohiYjU4e2H/8si2ZNE5KsYkohIHb7Sk2TgWklEvoohiYjUofQkeelq2zK5/qpT6tZBRE7HkERE6jD5WE8Sh9uIfA5DEhG5X0M10GCSbvvKnKSGKqCxRtVSiMi5GJKIyP3kXqSQaCAwTN1aeisoHAiOlG6zN4nIpzAkEZH7KZO2vXyNJBlPdEvkkxiSiMj9fGXStswgT97mqttEvoQhiYjcTw4T3j5pW8aeJCKf5JKQVFpaitmzZyMmJgahoaG4/vrrcfDgQeVxIQSWLFmCxMREhISEYMKECTh69KjVNhobG7FgwQLExsYiLCwMM2bMQElJiVWbyspKZGVlwWAwwGAwICsrC1VVVa7YJSJyJl9ZSFKmLAPAkETkS5wekiorK3HjjTdCr9fjX//6FwoLC/HKK68gMjJSabNy5UqsWrUKa9euxYEDB2A0GjF58mTU1Fw+MiQ7OxubN29GTk4Odu/ejdraWkybNg1ms1lpM2vWLOTn5yM3Nxe5ubnIz89HVlaWs3eJiJzNVxaSlHFBSSLfJJzsmWeeEePGjev0cYvFIoxGo1ixYoVyX0NDgzAYDGL9+vVCCCGqqqqEXq8XOTk5SpvS0lKh1WpFbm6uEEKIwsJCAUDs3btXaZOXlycAiGPHjjlUq8lkEgCEyWTq1j4SUS+9PESIxRFClB5SuxLnKD0k7c/LQ9SuhMgvuOv72+k9SZ988glGjRqFe+65B3FxcRgxYgQ2bNigPF5UVITy8nJkZmYq9wUFBWH8+PHYs2cPAODgwYNobm62apOYmIjU1FSlTV5eHgwGA9LT05U2Y8aMgcFgUNq019jYiOrqaqsLEblZSyNQe1a6bfCxidu1Z4HmBnVrISKncXpIOnnyJNatW4chQ4bg888/xyOPPIKFCxfir3/9KwCgvLwcABAfH2/1vPj4eOWx8vJyBAYGIioqym6buLi4Dq8fFxentGlv+fLlyvwlg8GApCQf6eon8iam1rmF+lAgNFrdWpwlNFraHwCoLlW3FiJyGqeHJIvFgpEjR2LZsmUYMWIEHn74YcydOxfr1q2zaqfRaKz+LYTocF977dvYam9vO8899xxMJpNyKS7m/AEitzO1WSOpi//zXkOjaXN6Ei4DQOQrnB6SEhISMGzYMKv7hg4ditOnpQ8Oo9EIAB16eyoqKpTeJaPRiKamJlRWVtptc/bs2Q6vf+7cuQ69VLKgoCBERERYXYjIzXxt0raMywAQ+Rynh6Qbb7wRx48ft7rvxIkTGDBgAAAgOTkZRqMR27ZtUx5vamrCrl27MHbsWABAWloa9Hq9VZuysjIUFBQobTIyMmAymbB//36lzb59+2AymZQ2ROSBfO3wfxlPdEvkcwKcvcEnnngCY8eOxbJlyzBz5kzs378fb7zxBt544w0A0hBZdnY2li1bhiFDhmDIkCFYtmwZQkNDMWvWLACAwWDAgw8+iEWLFiEmJgbR0dF46qmnMHz4cNx6660ApN6pqVOnYu7cuXj99dcBAA899BCmTZuGlJQUZ+8WETkLe5KIyEs4PSTdcMMN2Lx5M5577jm88MILSE5Oxpo1a/CLX/xCafP000+jvr4e8+bNQ2VlJdLT07F161aEh4crbVavXo2AgADMnDkT9fX1mDRpEt566y3odDqlzTvvvIOFCxcqR8HNmDEDa9eudfYuEZEz+dopSWQGLihJ5Gs0QgihdhFqqa6uhsFggMlk4vwkIndZcy1QdQr4f7nAgAy1q3Ge03uBv0yRwl/2EbWrIfJp7vr+5rnbiMh9LGag+ox029fmJMk9Y9VnAHOLurUQkVMwJBGR+9SeBSzNgEYHhCeoXY1z9TECWj1gaQFqytSuhoicgCGJiNxHnq8T0RfQ6uy39TZaLWDoK93m5G0in8CQRETu46uH/8u4DACRT2FIIiL3kVej9rXD/2XyvCQTV90m8gUMSUTkPuxJIiIvwpBERO7jqwtJyrigJJFPYUgiIvdhTxIReRGGJCJyDyHa9CT52GrbMqUnqUTaXyLyagxJROQe9ZVAc510Wz5U3tdE9AOgAVrqgbrzaldDRL3k9HO3ERHZJA+1hV0B6EPUrcVVAgKlRTJrzkhH8vW5Qu2KyMOYLQL7iy6ioqYBceHBGJ0cDZ1Wo3ZZ1AmGJCJyD/nwf187sW17kUlSSDKdBvqlqV0NeZDcgjIs3VKIMlODcl+CIRiLpw/D1FQfW4HeR3C4jYjco/KUdB05QN06XI2Tt8mG3IIyPLrpkFVAAoByUwMe3XQIuQU8lY0nYkgiIpcyWwTyfryAkz8UAgAsvjppW8ZlAKgds0Vg6ZZC2JrKL9+3dEshzBZO9vc0DElE5DK5BWUY99IXuH/DXpz8XgpJL++v9+2/mtmTRO3sL7rYoQepLQGgzNSA/UUX3VcUOYQhiYhcov3wQj+NdLRX4aVI3x5eUE5NwpBEkoqazgNST9qR+zAkEZHTdRxeEEjSVAAATos4AD48vMCeJGonLjzYqe3IfRiSiMjp2g8vRKEGYZpGAMAZEePbwwvynKRGE9BgUrcW8gijk6ORYAhGZwf6ayAd5TY6OdqdZZEDGJKIyOnaDxskac4BAMpFFBoR2Gk7nxAYBoS0ftmxN4kA6LQaLJ4+DAA6BCX534unD+N6SR6IIYmInK79sEG/1pBUIq6w285n8Ag3amdqagLWzR4Jo8H6d95oCMa62SO5TpKH4mKSROR08vBCuakBApd7kopbQ5IG0peDzw4vRPYHyr65vIAmEaSgNHmYkStuexGGJCJyOnl44dFNh6CBdU+SXwwvyGtBMSRROzqtBhmDY9QugxzE4TYicom2wwtte5L8YnhBHm5jSCLyauxJIiKXkYcXGtf8D1ANzLntZiwfO9F3e5BkUQOl66pTqpZBRL3DkERELqXTAKGXSgEA1wwbDvh6QAIun5+ukiGJyJtxuI2IXKv2LNDSAGi0gKGf2tW4R1RrSGqoAuqr1KyEiHqBIYmIXEuelxPRF9Dp1a3FXQLDgLDW5Q445EbktRiSiMi15CEn+Zxm/kIZcvtJ1TKIqOcYkojIteSeFDk0+At58jbnJRF5LYYkInKtKj/tSYpiTxKRt2NIIiLXkuckRflpTxLnJBF5LYYkInItv5+TxJBE5K0YkojIdSxmwFQi3fbXOUlVpwCLRdVSiKhnGJKIyHVqygBLM6ANACIS1a7GvSL6AhodYG4CasvVroaIeoAhiYhcR56PZOgHaHXq1uJuuoDL53Dj5G1ykNkikPfjBXycX4q8Hy/AbBFql+TXeFoSInIdf52PJIscIAWkylPAgLFqV0MeLregDEu3FKLM1KDcl2AIxuLpw3z7hNAejD1JROQ6/rpGkkxZK+knNasgL5BbUIZHNx2yCkgAUG5qwKObDiG3oEylyvwbQxIRuc7FIuk6OlndOtQiL3vAZQDIDrNFYOmWQtgaWJPvW7qlkENvKmBIIiLXqWwNSXKPir9hTxI5YH/RxQ49SG0JAGWmBuwvuui+oggAQxIRuZIcDqL8tCcpcqB0zbWSyI6Kms4DUk/akfMwJBGRazTVAbVnpdt+O9w2ULquKQOa+QVHtsWFBzu1HTkPQxIRuYbcixQcCYREqVmJekKjgcA+AARgKla7GvJQo5OjkWAIhqaTxzWQjnIbnRztzrIIDElE5CoX/Xw+EgBoNDw9CXVJp9Vg8fRhANAhKMn/Xjx9GHTazmIUuQpDEhG5htyT5K9DbTJl8naRqmWQZ5uamoB1s0fCaLAeUjMagrFu9kiuk6QSLiZJRK6hHNnm7yGJywCQY6amJmDyMCP2F11ERU0D4sKlITb2IKmHIYmIXIPDbRIuA0DdoNNqkDE4Ru0yqBWH24jINSr9fCFJmTIn6SdVyyCi7mNIIiLns5gvn9zW34fb5JBYeQoQXDGZyJswJBGR85lKAEsLoAsEIhLVrkZdkQMAaIDGaqDuvNrVEFE3MCQRkfPJQ22R/QGtTt1a1KYPBgz9pNsXT6pbCxF1C0MSETnfRR7ZZiV6kHTNkETkVVwekpYvXw6NRoPs7GzlPiEElixZgsTERISEhGDChAk4evSo1fMaGxuxYMECxMbGIiwsDDNmzEBJSYlVm8rKSmRlZcFgMMBgMCArKwtVVVWu3iUi6grXSLLGkETklVwakg4cOIA33ngD1157rdX9K1euxKpVq7B27VocOHAARqMRkydPRk1NjdImOzsbmzdvRk5ODnbv3o3a2lpMmzYNZrNZaTNr1izk5+cjNzcXubm5yM/PR1ZWlit3iYgcUcnD/60wJBF5JZeFpNraWvziF7/Ahg0bEBV1+bxNQgisWbMGzz//PO6++26kpqbi7bffxqVLl/Duu+8CAEwmE95880288soruPXWWzFixAhs2rQJR44cwfbt2wEA3333HXJzc/HnP/8ZGRkZyMjIwIYNG/DPf/4Tx48fd9VuEZEjONxmTQlJP6pbBxF1i8tC0mOPPYY77rgDt956q9X9RUVFKC8vR2ZmpnJfUFAQxo8fjz179gAADh48iObmZqs2iYmJSE1NVdrk5eXBYDAgPT1daTNmzBgYDAalTXuNjY2orq62uhCRkwnB4bb25JB04SSXASDyIi4JSTk5OTh06BCWL1/e4bHy8nIAQHx8vNX98fHxymPl5eUIDAy06oGy1SYuLq7D9uPi4pQ27S1fvlyZv2QwGJCUlNT9nSMi++orpcPdgcsLKfo7OSw2mqSfDxF5BaeHpOLiYjz++OPYtGkTgoODO22n0Vifi0YI0eG+9tq3sdXe3naee+45mEwm5VJcXGz39YioB+R5N32MQGCourV4Cn0IENFXus15SURew+kh6eDBg6ioqEBaWhoCAgIQEBCAXbt24Y9//CMCAgKUHqT2vT0VFRXKY0ajEU1NTaisrLTb5uzZsx1e/9y5cx16qWRBQUGIiIiwuhCRk11onXcTc6W6dXgaTt4m8jpOD0mTJk3CkSNHkJ+fr1xGjRqFX/ziF8jPz8egQYNgNBqxbds25TlNTU3YtWsXxo4dCwBIS0uDXq+3alNWVoaCggKlTUZGBkwmE/bv36+02bdvH0wmk9KGiFRw4QfpOmawunV4GnnIjSGJyGsEOHuD4eHhSE1NtbovLCwMMTExyv3Z2dlYtmwZhgwZgiFDhmDZsmUIDQ3FrFmzAAAGgwEPPvggFi1ahJiYGERHR+Opp57C8OHDlYngQ4cOxdSpUzF37ly8/vrrAICHHnoI06ZNQ0pKirN3i4gcJR/BxZBkTZm8zSPciLyF00OSI55++mnU19dj3rx5qKysRHp6OrZu3Yrw8HClzerVqxEQEICZM2eivr4ekyZNwltvvQWd7vIpDt555x0sXLhQOQpuxowZWLt2rdv3h4jaUHqSONxmJbo1NLInichraITw3+NRq6urYTAYYDKZOD+JyBmEAJYnAU01wLx9QNzValfkOcoLgPU3AiHRwDNFaldD5NXc9f3Nc7cRkfPUVkgBCRqukdSe/POov8hlAIi8BEMSETmPPB8psj8QEKRuLZ4mMExaFgG4vCI5EXk0hiQich4e2WYflwEg8ioMSUTkPJy0bV8MQxKRN2FIIiLnkQ9vj2ZPkk3KMgA/qFsHETmEIYmInIerbdsXM0S6Pv+9unUQkUMYkojIOSyWy8NInJNkW+xV0vX576XlEojIozEkEZFzVJcA5kZAqwcMSWpX45mikwGNVlomobbjuSeJyLMwJBGRcyjzkZIBnSqL+Xu+gCAgaqB0+/wJVUshoq4xJBGRc8iTkTlp2z7OSyLyGgxJROQcnI/kmFiGJCJvwZBERM4hf+kzJNknh6QLDElEno4hiYic4/xx6To2Rd06PJ1yhBvnJBF5OoYkIuq9pktAVbF0+wqGJHvM0dIaUqKqGPuOl8Js4VIARJ6KIYmIeu/C9wAEEBINhMWqXY3Hyi0ow7hXv4VJhEIDgcVvfYJxL32B3IIytUsjIhsYkoio9861Dh2xF6lTuQVleHTTIZRVN+JHkQgAGKQ5g3JTAx7ddIhBicgDMSQRUe8p85GuUrcOD2W2CCzdUgh5YO1ka0garDmj3Ld0SyGH3og8DEMSEfXeudaQxJ4km/YXXUSZqUH594+W1p4krdR7JACUmRqwv+iiGuURUScYkoio9+QjtXhkm00VNQ1W/z4pEgBIPUn22hGRuhiSiKh3zC2XT0lyBYfbbIkLD7b69w/KnKQyAKLTdkSkLoYkIuqdyiLA0gzoQ4GIfmpX45FGJ0cjwRAMTeu/T4t4tAgt+mgakICL0ABIMARjdHK0mmUSUTsMSUTUO/J8pNghgJYfKbbotBosnj4MAKAB0IwAFLUOuV2lLQEALJ4+DDqtprNNEJEK+IlGRL2jzEfiUJs9U1MTsG72SBgN0pDacSH1uqWFlGPd7JGYmpqgZnlEZEOA2gUQkZfjpG2HTU1NwORhRuwvuoioA18Bx/ZhfmoztAxIRB6JPUlE1DvK4f/sSXKETqtBxuAYXH1tOgBAe+47lSsios4wJBFRz1ks7EnqqSuGStfnjks/RyLyOAxJRNRzVaeAplpAFwjEDFa7Gu8SPUj6uTVfkn6ORORxGJKIqOcqCqXr2BRAp1e3Fm+jC7jc+3bumLq1EJFNDElE1HNySIofpm4d3iruaula/jkSkUdhSCKinjvb+uUex5DUI3Gt85Iq2JNE5IkYkoiox0RrD0heXTzyfrzAs9h3lzx5u4JHuBF5IoYkIuqRz785BfM56ci2J3Y04/4NezHupS+QW1CmcmVeRO5JOn9cOgceEXkUhiQi6rbcgjL8IedTBMACkwhFOaRzjpWbGvDopkMMSo6KHCCd887cJJ0Dj4g8CkMSEXWL2SKwdEshrtIUAwCOif5A66lb5cG2pVsKOfTmCK0WuKL1CDdO3ibyOAxJRNQt+4suoszUgBStFJKOW5KsHhcAykwN2F90UYXqvJA86Z3zkog8DkMSEXVLRU0DACCltSfpROuJWjtrR12QQ1L5EXXrIKIOGJKIqFviwqWz2Ms9Scfa9SS1b0ddSLhWumZIIvI4DElE1C2jk6MxJMKMvpoLAIATwjokaQAkGIIxOjlaheq8UHyqdF11CqivUrUUIrLGkERE3aLTavD/ZUiTsktFLKoRpjymab1ePH0YdFqNjWdTB6HRgKG/dPtsgbq1EJEVhiQi6rb04BIAwA+6QVb3Gw3BWDd7JKamJqhRlvcyDpeuy75Vtw7qFbNFIO/HC/g4v5SLq/qIALULICIv1PplftPNt+K9pDGoqGlAXLg0xMYepB5IuBY4/innJXmx3IIyLN1SiDLT5QMWEgzBWDx9GP9o8GIMSUTUfWXfAAC0idcjY3CMysX4ALknqZw9Sd4ot6AMj246hPb9RvLiquxd9V4cbiOi7mm6JJ1GAwCM16pbi6+Qf47njgEtjerWQt0iL65qa2CNi6t6P4YkIuqeikJAWICwOCDcqHY1vsHQDwiOBCwtUlAiryEvrtoZLq7q3RiSiKh7WofakHAtoOH8I6fQaC6vl8TJ217F0UVTubiqd2JIIqLuUULSderW4WuMXFTSGzm6aCoXV/VODElE1D3y5GLOR3Iu+ecph1DyCqOTo5FgCEZnfapcXNW7MSQRkePMzcDZo9Jt9iQ5V+II6brsG8Dcom4t5DCdVoPF06Xz77UPSlxc1fsxJBGR4yoKAXMTEGQAogaqXY1vibkSCIoAWuqlnzN5jampCVg3eySMBushNS6u6v24ThIROa7ka+m670hO2nY2rVbqTSraBZQevDyRm7zC1NQETB5mxP6ii1xc1Yc4vSdp+fLluOGGGxAeHo64uDjcddddOH78uFUbIQSWLFmCxMREhISEYMKECTh69KhVm8bGRixYsACxsbEICwvDjBkzUFJSYtWmsrISWVlZMBgMMBgMyMrKQlVVlbN3iYhkpQel636j1K3DV8k/V/nnTF5Fp9UgY3AM7ry+LzIGxzAg+QCnh6Rdu3bhsccew969e7Ft2za0tLQgMzMTdXV1SpuVK1di1apVWLt2LQ4cOACj0YjJkyejpqZGaZOdnY3NmzcjJycHu3fvRm1tLaZNmwaz2ay0mTVrFvLz85Gbm4vc3Fzk5+cjKyvL2btERDKlJ4khySX6pknXpYfUrYOIJMLFKioqBACxa9cuIYQQFotFGI1GsWLFCqVNQ0ODMBgMYv369UIIIaqqqoRerxc5OTlKm9LSUqHVakVubq4QQojCwkIBQOzdu1dpk5eXJwCIY8eOOVSbyWQSAITJZOr1fhL5vPoqIRYbhFgcIUTtObWr8U3VZdLPd0mkEA01aldD5LHc9f3t8onbJpMJABAdLR3+WFRUhPLycmRmZiptgoKCMH78eOzZswcAcPDgQTQ3N1u1SUxMRGpqqtImLy8PBoMB6enpSpsxY8bAYDAobYjIiUoPARBA5AAgLFbtanxTuBGI6CetaF6Wr3Y1RH7PpSFJCIEnn3wS48aNQ2pqKgCgvLwcABAfH2/VNj4+XnmsvLwcgYGBiIqKstsmLi6uw2vGxcUpbdprbGxEdXW11YWIHFTaOtTG+Uiu1XekdM15SUSqc2lImj9/Pr799lu89957HR7TtDsyRgjR4b722rex1d7edpYvX65M8jYYDEhKSnJkN4gIAEpav7TleTPkGvLPV57/RUSqcVlIWrBgAT755BPs2LED/fr1U+43GqUTYrbv7amoqFB6l4xGI5qamlBZWWm3zdmzZzu87rlz5zr0Usmee+45mEwm5VJcXNzzHSTyJ0Jc7tngpG3X4hFuRB7D6SFJCIH58+fjww8/xBdffIHk5GSrx5OTk2E0GrFt2zblvqamJuzatQtjx44FAKSlpUGv11u1KSsrQ0FBgdImIyMDJpMJ+/fvV9rs27cPJpNJadNeUFAQIiIirC5E5ICqU0BdBaAN4Po9LmY2Xgeh0QHVpTj4bQHMFqF2SUR+y+kh6bHHHsOmTZvw7rvvIjw8HOXl5SgvL0d9fT0AaYgsOzsby5Ytw+bNm1FQUIAHHngAoaGhmDVrFgDAYDDgwQcfxKJFi/Dvf/8bhw8fxuzZszF8+HDceuutAIChQ4di6tSpmDt3Lvbu3Yu9e/di7ty5mDZtGlJSUpy9W0T+7VSedJ04AtCHqFuLD8stKMO41ftxxNwfAPB2znsY99IXyC0oU7kyIv/k9JC0bt06mEwmTJgwAQkJCcrl/fffV9o8/fTTyM7Oxrx58zBq1CiUlpZi69atCA8PV9qsXr0ad911F2bOnIkbb7wRoaGh2LJlC3Q6ndLmnXfewfDhw5GZmYnMzExce+21+Nvf/ubsXSKi061HjPbPULcOH5ZbUIZHNx1CmakB+y1XAwBu0B5DuakBj246xKBEpAKNEMJv+3Krq6thMBhgMpk49EZkz6tpwIUfgPvfB1Kmql2NzzFbBMa99AXKTA0AgCnaA3g9cDWOW/phStNKaCCdB2z3MxO5ijMR3Pf9zRPcEpF9tRVSQIIG6J/eZXPqvv1FF5WABAAHLNKUgRRtCSJRAwFIPUxFF1WqkMg/MSQRkX2nW+cjxQ0DQqLst6UeqahpsPr3RUTgB0siAGCU9kSn7YjItRiSiMg+edL2AM5HcpW48OAO9+1v7U26QXvMbjsich2GJCKyj5O2XW50cjQSDMFoO9voQOvk7dHa49AASDAEY3RytCr1kWcxWwTyfryAj/NLkffjBS4T4UIBahdARB6swQSUH5FuD7C9/hj1nk6rweLpw/DopkPQABCAcoRbqqYIYajH4ukjOWlbZWaLwP6ii6ioaUBcuBRa3f2e5BaUYemWQqs5bAmGYCyePgxTUxPcWos/YEgios4V/Uc62Wr0YCAiUe1qfNrU1ASsmz1S+QIsxRU4ZYnDAG0F3p7YhDR+AarKE8KJvExE+34jeZmIdbNHMig5GYfbiKhzJ3dI14NvUbcOPzE1NQG7n5mI9+aOwR/uux5BKZMAAGnmb1WuzL+1XcOqLXeuYWW2CCzdUtghIAFQ7lu6pZBDb07GkEREnfuxNSQNYkhyF51Wg4zBMbjz+r4wXt+6JpUcVsntPCWctF8mwlYtXCbC+RiSiMi2qtPAxR8hNDp8WnslJ4iqIflmABrg3DGg+oza1fglTwknji7/wGUinIshiYhsKvjPRwCAQ+ZBeOyDH3H/hr08j5i7hUZL58sDgJO71K3FT3lKOHF0+QcuE+FcDElE1EFuQRl+2v8pAGC3ZbhyP88jpgJ5PhiH3FThKeHE1jIRbXGZCNdgSCIiK2aLwAufFGCstgAA8B9zqvIYJ4iqYNAE6frHHYDFomop/shTwom8TIT8mu1rAIDF04dxmQgnY0giIiv7iy7CWFOAaE0tqkUI8sWVVo9zgqibJaUDgX2AugqgLF/tanxWZws0elI4kZeJMBqse62MhmAe/u8iXCeJiKxU1DRgku4QAGCX5Tq0dPIxwQmibhIQBFw5CSj8GDj+L6DvSLUr8jldrYHUfg0rmVGFRRynpiZg8jCj6ota+guGJCKyEhcejKu1UkjaZk6z247cJOX2yyFp4vNqV+NTHF2g0ZPCibxMBLkeQxIRWRltMEGnLUGL0GKn5boOj2sg/QXNCaJuNCQT0GiBs0ekpRki+6tdkU/oag0kDaT5d5OHGaHTahhO/BDnJBGRFd33uQCkc4fVoI/VY5wgqpLQ6MsnGD6eq24tPsRT1kAiz8WQRETWjn8GAIgaMYMTRD1Jym3S9fHPeBZ4J/GUNZDIc3G4jYguqzkLnPoKADD0lvux+64BHjEHgyDNS9r6G1iK/oPbV3yM49V65SGeBb5nPGUNJPJc7EkiossKPwaEBeg7CogaaHUesYzBMQxIaooZjOrIodCKFqTVfWn1EBf57Jqt3jdPWQOJPBd7kojosoIPpOvU/1K3DurAbBH4a80NmI/vcKfuK7xrnqQ8ZmuSMV1m7xD/xdOH4dFNh6ABrCZwc/4dAexJIiKZqQQo3gtAA1xzl9rVUDv7iy7i3bpRAIAbNMeRgAtWj/vzJGN7c7TkQ/zbT9CWe98AcIFG6hR7kohIUvChdD1gLBCRqG4t1EFFTQPOIBb7LFcjXXsM03R52GCeZrOdP7HXSzR5mNGhQ/x3PzPRY9ZAIs/CniQiAoQA8t+Rbg//ubq1kE3y5OEtZmkpgDt1e+y28wdd9RKt/eJ7hw/x5/w7soUhiYiAkq+Bc8eAgBDOR/JQ8iTjz8zpaBI6pGp/wjWan5TH/W2ScVcLQQLAxq9+cmhb/tb7Ro5jSCIi4NDb0vU1dwHBBlVLIdvkE61WIgKfW24AANyn+wKA7UnGvr6WkiMLQVbVNzu0LX/qfaPu4ZwkIn/XWAsc3SzdHpGlbi1kl3yi1X9+fBumN+/FXbqvsLxlFgyGSKt1kro6Yau3MVtEh/lCjvb+RIboYapvttnjxFPsUFcYkoj8lPzFE/rtW7iuqRYiejA0A8aqXRZ1YWpqAiYPXYD6NX9BeM0pbJlwFgMz71Z6kBw9Yau36Czw3XdDkkPP/383JmPN9hM8xJ96hMNtRH4ot6AM4176ArM27EGfwxsAAKtNE5B7tFzdwsghOp0OIWMeBAAMLnoXutbveEfm6SzdUug1Q2/2Jmav3v49IkP1XS4EOX/ilTzEn3qMPUlEfqZtT8Mt2m8wWFuGahGCv9SNRZ0X9jT4rRFZwM6XgLNHgJM7gMETu3XC1tHJ0R59yHtXga9tpV31Ek1NTeAh/tQjDElEfqT9F8+DOulktjnmiahFCFdt9iah0cDILGDfemDPq8DgiQ7P09lWWI4n/57v0XOWHJqYfakZT9x6FXIOnLZqa7SxL/Ih/kTdwZBE5EfafvFcr/kB43RHYRYa/NWcCcC6p4FfKF5gzDxg/xvAj18AZd8iLryvQ0/7i41D49Was2RrUrZOq3E48A2MDcXuZyayl6iNzn6m1H0MSUR+pO0XT3aAdJ62D803oURc0Wk78mBRA4Brfiadc2/XSxg9cxMSDMEoNzXYHKYCAK0GsDUlqSfnf3Pky9heG3tH4Tl6WH5ceDB7idrwtSMb1caQRORH5C+ekZoTmKD7Bi1Ci1fNP+u0HXmB8c9ISzgc+yd0Zw7ZPWGrgO2AJOtOT6IjX8b22gCwexTen2aNsBv4ePh+R752ZKMn4NFtRD7K1mKCo5OjkRARhP8J+DsA4APzzTgt4pXn+NuqzT7hihTguvul21+8oKylZOtorgdvHOjQJuWexM4WpOzqdCC5BWV22zyy6RCe/fCI3aPwfvfpd/jtHVKYat+nxcP3O/K1Ixs9BXuSiHyQvb/gXxtZghF7C9Eg9Fa9SPzi8WLjnwG+/Ttwcidw4nNMTZ1i82iu/UUX8aYDp+qICw/u9Hfot3cMxe8+/c7uUWdLPjkKQGP3C7vqUuerYcs9WlFhgVg3e2SHOmxNzPZ33TmykUOTjmNIIvIx9rrcszftxeHolwAA7wbchZLGy3OR+MXjxaIGAGMeBfb8EfjX00DyzdDpQzp8Gcrnf+tqCKuyrgmPvWv7d2jeu4ftliIAlFc39mZvFBU1Dbjz+r48fN8Bjs4j5HzD7mFIIvIhXXW5LwjYjJBLZyAi+mLOvDUYWtrILx5fMf4Z4Mj/AZU/AbvXALc816GJfP63zuYsAWjtKbI/bOMu8tw4TszuWncmupPjOCeJyIfY63K/TvMDHtF9AgA4MeJ56IL7IGNwDO68vi8yBscwIHm7oD7A1GXS7f+8ApR9Y7OZvTlL62aPRFRYkN1hG3fg3Ljuk3sJu1qBXP6Z+voJkJ2FPUlEXqi7a8sEoxGv6NdDpxH42DwWiJqAFPeWTO4w7C7g6mnAsX8CH8wFHt4F6EM6NLO3AvXH+aW9KkEDID4iCIAGZ6s7H9YzhOphap2XxHOq9Z4jvYTyz5TLBDiOIYnIy3R/bRmB5fo/40rtGVSISCxunoN17HL3TRoNMP2PQMkB4PxxaX7S9D9K97fT2RBWd4ZjOvsyXjLjGgCw+4W94u7hAMBJ2U4k9xLa+5lymYDu0Qgh/LaPrbq6GgaDASaTCREREWqXQwSg68X3bH3AyV88f5o1Ar/79DuribkP6HKxRP9XtAgtZjf/GqfCR2L3MxP5V7ov++HfwKb/AiCA238PjJ7r8FPNFoFxL33R5eTu394xDL/7tOfrJMltuDq083X2M5Xf286GU+X31hs+H9z1/c2QxJBEbtbTFYgnDzM69AH32zuG4bF3DwEAMrX78Zr+D9BpBH7XPBt/Md/OvxT9xVd/ALb9L6DRAfe/B1w1xeGnymEcsN0LJP8O9XbFbXKvvB8v4P4Ne7ts997cMR5/AmSGJDdgSCJ368kKxPLHUvatQ7B6+/ddvsZ7c8fAVN+Ef338LlY2LUOQpgU5LRPwh9AFWDzjGgYkfyEE8NGjwDfvAbogYNb7wOBbHH465634no/zS/F4Tn6X7X5540D8q6C8y/e+qwDsyoDMkOQGDEnUXb35ULA3VCYARIbqO11gTwPAEKJHVX3nC/DJ/nDf9bhTfwDiw7nQmJtwJmEyTk38E0YPjvOovwTJDczNwD8ekCZyBwQD//VnYOh0x5/OXiCf4mhPki3texG7CtGOhuye/o4xJLkBQ1Lvuau73Rl/sfR2G735UOhqqMxZNLBg55h8DMh/BYAAhs6QvhgDglz6uuTBWhqBv88BTvwLgAbI/B2QMd/mZG7ybV3NNwM6PwEy0HFIv7Ne74duTsYbXxZ1+rijQatt3e0/m+tqaxiSXM2XQ5I7gklvT3Dp6MRNZ/zF0tttdDVhuqsPBUeHyroSGaKHqb7Z5gfcFajCmtA/40aLNJcEo34pTdrV6nr9uuTlzC3SkW5fvyn9e8gU4M61QJ84desit7M338zRMBAdFoiLdU2dPu6MoNVVkHrqliT8PCOFIcmV1ApJru4VcUY3Z29Dw7rZIwHYn2Mjt3FlOHGkjq62IR8xZq8XqKsPBUeHyrryxK1XYc32EwAuf6DpYMb9ui/wdMD7iNBckoZVbv89MDKr169HPkQIYP8GYOtvAHMjEBINTHweGPkAoONqMP6ks8/321ONDp3bzxnsBS1HgpSl8RJOr5nJkORKPQlJag7ZONIrAnQdTLp6na620VVoaLuYXHl1523kxeRcGU66qsORbUSF6XGxrvcBpzfaHpq7rbAcS7cU4rypFnfqvsJjuo+QrD0rNUy4HrjzT4AxVc1yyZOdPQp8+BBwtkD6d2wKcOPjwPB7gIBAdWsjt7H1XbW/6GKP5yy5gr0gZWm8hGKGJNfqbkhSe8imq14RRyb/dpXOHdmGO0KDp4QTZ7I3VObICsTrZo/E1GuMQNk3sHyTA3P++9A3XpTah0RDM+FZ4IZfcXiNumZuAb7+C7DjRaChSrqvjxEY/nMpLCVcxzlLfsiRNbI85XOZIckNuhOSehtw3NUr4oiuxpPJNWwNlQH2hx91MCMj/Byeua4ew1sKgR+2A7VnLz+5jxHImAeMelA6dxdRdzSYgK83AnvXAbXll++P6AskjweSbwISRwAxVwI6vXp1ktt0tUaWrQVr29NqpNFdVwYthiQHvfbaa3j55ZdRVlaGa665BmvWrMFNN93k0HMdDUldrVIKeMeQDfVcdFggKuuaevyhYDVU9slRnKuuQzCaEIFLGBLeiPljonFDHIC687BUnkJV6ffQVZ9GeN1P0JobrTeoDwOunASMmA0MnsT5JNR7LY1SAP/278CJXKCl3WedLgi44iogcgAQ2R8wJAERCUBI1OVLcCQQ2AfQ8rzp3s7RURHAdpCSOw06e7yroOXIdyZDkgPef/99ZGVl4bXXXsONN96I119/HX/+859RWFiI/v37d/l8JSS9MR0RIW3+Smr3I6mqb8a3xZUO16Xp5KvU1v2dn7G5G201tto6/rbafq3O9kESoNWgpTUV2mqr12mhgUCz2WLz+Y69nkCAVguzxWLzP5p8W9jZB71O+sBuW4etGuztb4BOA2NEMEoq6zttK4WoxtaqrZ8fhGYYw4AQTTPQ3ADRUg+NsHTYRqcCw4HE64G+I6VQ1H8MD+kn12m6BBTvBU7uAk7nSXOYmmodf75WLx08EBB0+VoXKA0DazSARiutAq7RWl/aPt7pJ0UnujU06EHb9mACQNWlJjSZLQjUaREZGmi1d+dqG/F9RS0am83KfUF6HYbE9cEVfYIceryg1NTp61+TGIEfztVZPb+tusYWTH85jyHJnvT0dIwcORLr1q1T7hs6dCjuuusuLF++vMvnKyHp2XBEBPnOLzd5Ea0eCI0BQqOlo41Co6W/1KMGSpfoQUBUMv86J/VYLEDVT0DFMcBULF2qiqVh3/oqoL5SurTv8SRyoepGAcOKGpeHJK/tp29qasLBgwfx7LPPWt2fmZmJPXv22HxOY2MjGhsv/0eurq6WbtyxGugTat24zV8P31fU4rUdP0B08leC7T6Qjm37BAWgtrFjKpafr9FYd2K130ZkiB4CGpuTf6XeFCA0KACXGlsAAJY2z5dv/eqmQfjHwRJUtTuqTLRpJ2+js/19ePxgjOwfhUOnK/H+gWJUXmpS2kaFBuK+0UkY2T8KAHDwdBVy9p9GZZuJ4HIbAFi380fl9eVtyK86b8JgpA2MwcFTF/HuvtO42G4bs9L7Y9SAaHzdyeO/SO+PUQOls5x/feoi3tl3Sum+FZB6f2an98eogdH4+qeL+Nu+Yqu5WvLjNyRfPlO62QIcL69GVX0zIkMDkWKMgK7Nj8ksNDhWXo2q+iZEhgTiamMEdIFt/6puvejb3OYEWfJkWq0U1qMH2W/XdAlorpeG6loapCE8+drcCAhL60VI1xZzm/vaXbqjW3/nd7NPwJXbJgCARQicPFeH6oZmRATrMeiKMGjbfCZ+W1KFj/PPWB1MFBmqx6RhUQCecnl9XtuTdObMGfTt2xdfffUVxo4dq9y/bNkyvP322zh+/HiH5yxZsgRLly7tcL+jc5J6M1Gt/YlHezKO2/botq7a9GY82ZFtyDxhTSdn1OHoNoiIyL244nYPyCFpz549yMjIUO5/8cUX8be//Q3Hjh3r8BxbPUlJSUndOroN6HnAcdb5btyxirUj23AWhhMiIuoOnrutC01NTQgNDcU//vEP/OxnP1Puf/zxx5Gfn49du3Z1uQ13r5Mkc0eviCMYToiIyBsxJDkgPT0daWlpeO2115T7hg0bhjvvvLN7E7fduOI2ERER9Y67QpLXTtwGgCeffBJZWVkYNWoUMjIy8MYbb+D06dN45JFHXPaaOq0GGYNjevw4EREReQevDkn33nsvLly4gBdeeAFlZWVITU3FZ599hgEDBqhdGhEREXk5rx5u6y13ddcRERGR87jr+5sr1BERERHZwJBEREREZANDEhEREZENDElERERENjAkEREREdnAkERERERkA0MSERERkQ0MSUREREQ2MCQRERER2eDVpyXpLXmx8erqapUrISIiIkfJ39uuPmmIX4ekCxcuAACSkpJUroSIiIi668KFCzAYDC7bvl+HpOjoaADA6dOnXfpD9jTV1dVISkpCcXGxX52zjvvN/fYH3G/utz8wmUzo37+/8j3uKn4dkrRaaUqWwWDwq18uWUREBPfbj3C//Qv327/4637L3+Mu275Lt05ERETkpRiSiIiIiGzw65AUFBSExYsXIygoSO1S3Ir7zf32B9xv7rc/4H67dr81wtXHzxERERF5Ib/uSSIiIiLqDEMSERERkQ0MSUREREQ2MCQRERER2eDTIenFF1/E2LFjERoaisjISJttTp8+jenTpyMsLAyxsbFYuHAhmpqa7G63sbERCxYsQGxsLMLCwjBjxgyUlJS4YA+cY+fOndBoNDYvBw4c6PR5DzzwQIf2Y8aMcWPlvTdw4MAO+/Dss8/afY4QAkuWLEFiYiJCQkIwYcIEHD161E0V995PP/2EBx98EMnJyQgJCcHgwYOxePHiLn+vvfH9fu2115CcnIzg4GCkpaXhP//5j932u3btQlpaGoKDgzFo0CCsX7/eTZU6x/Lly3HDDTcgPDwccXFxuOuuu3D8+HG7z+ns//+xY8fcVHXvLVmypEP9RqPR7nO8/b0GbH9+aTQaPPbYYzbbe+t7/eWXX2L69OlITEyERqPBRx99ZPV4Tz+TP/jgAwwbNgxBQUEYNmwYNm/e3O3afDokNTU14Z577sGjjz5q83Gz2Yw77rgDdXV12L17N3JycvDBBx9g0aJFdrebnZ2NzZs3IycnB7t370ZtbS2mTZsGs9nsit3otbFjx6KsrMzq8qtf/QoDBw7EqFGj7D536tSpVs/77LPP3FS187zwwgtW+/Cb3/zGbvuVK1di1apVWLt2LQ4cOACj0YjJkyejpqbGTRX3zrFjx2CxWPD666/j6NGjWL16NdavX49f//rXXT7Xm97v999/H9nZ2Xj++edx+PBh3HTTTbjttttw+vRpm+2Liopw++2346abbsLhw4fx61//GgsXLsQHH3zg5sp7bteuXXjsscewd+9ebNu2DS0tLcjMzERdXV2Xzz1+/LjVeztkyBA3VOw811xzjVX9R44c6bStL7zXAHDgwAGrfd62bRsA4J577rH7PG97r+vq6nDddddh7dq1Nh/vyWdyXl4e7r33XmRlZeGbb75BVlYWZs6ciX379nWvOOEHNm7cKAwGQ4f7P/vsM6HVakVpaaly33vvvSeCgoKEyWSyua2qqiqh1+tFTk6Ocl9paanQarUiNzfX6bW7QlNTk4iLixMvvPCC3XZz5swRd955p3uKcpEBAwaI1atXO9zeYrEIo9EoVqxYodzX0NAgDAaDWL9+vQsqdI+VK1eK5ORku2287f0ePXq0eOSRR6zuu/rqq8Wzzz5rs/3TTz8trr76aqv7Hn74YTFmzBiX1ehqFRUVAoDYtWtXp2127NghAIjKykr3FeZkixcvFtddd53D7X3xvRZCiMcff1wMHjxYWCwWm4/7wnsNQGzevFn5d08/k2fOnCmmTp1qdd+UKVPEfffd1616fLonqSt5eXlITU1FYmKict+UKVPQ2NiIgwcP2nzOwYMH0dzcjMzMTOW+xMREpKamYs+ePS6v2Rk++eQTnD9/Hg888ECXbXfu3Im4uDhcddVVmDt3LioqKlxfoJO99NJLiImJwfXXX48XX3zR7rBTUVERysvLrd7foKAgjB8/3mveX1tMJpNDJ4L0lve7qakJBw8etHqfACAzM7PT9ykvL69D+ylTpuDrr79Gc3Ozy2p1JZPJBAAOvbcjRoxAQkICJk2ahB07dri6NKf7/vvvkZiYiOTkZNx33304efJkp2198b1uamrCpk2b8Mtf/hIajcZuW29/r9vq6WdyZ78D3f0c9+uQVF5ejvj4eKv7oqKiEBgYiPLy8k6fExgYiKioKKv74+PjO32Op3nzzTcxZcoUJCUl2W1322234Z133sEXX3yBV155BQcOHMDEiRPR2Njopkp77/HHH0dOTg527NiB+fPnY82aNZg3b16n7eX3sP3vhTe9v+39+OOPePXVV/HII4/YbedN7/f58+dhNpu79T7Z+v8eHx+PlpYWnD9/3mW1uooQAk8++STGjRuH1NTUTtslJCTgjTfewAcffIAPP/wQKSkpmDRpEr788ks3Vts76enp+Otf/4rPP/8cGzZsQHl5OcaOHYsLFy7YbO9r7zUAfPTRR6iqqrL7x60vvNft9fQzubPfge5+jgd0q7UHWLJkCZYuXWq3zYEDB7qcayOzlciFEF0mdWc8p7d68rMoKSnB559/jr///e9dbv/ee+9VbqempmLUqFEYMGAAPv30U9x99909L7yXurPfTzzxhHLftddei6ioKPz85z9Xepc60/69VOP9ba8n7/eZM2cwdepU3HPPPfjVr35l97me+n7b0933yVZ7W/d7g/nz5+Pbb7/F7t277bZLSUlBSkqK8u+MjAwUFxfj97//PW6++WZXl+kUt912m3J7+PDhyMjIwODBg/H222/jySeftPkcX3qvAemP29tuu81q5KM9X3ivO9OTz2RnfI57XUiaP38+7rvvPrttBg4c6NC2jEZjh0lclZWVaG5u7pBA2z6nqakJlZWVVr1JFRUVGDt2rEOv6yw9+Vls3LgRMTExmDFjRrdfLyEhAQMGDMD333/f7ec6U29+B+SjtX744QebIUk+Yqa8vBwJCQnK/RUVFZ3+TrhLd/f7zJkzuOWWW5CRkYE33nij26/nKe+3LbGxsdDpdB3+KrT3PhmNRpvtAwIC7AZmT7RgwQJ88skn+PLLL9GvX79uP3/MmDHYtGmTCypzj7CwMAwfPrzT301feq8B4NSpU9i+fTs+/PDDbj/X29/rnn4md/Y70N3Pca8LSbGxsYiNjXXKtjIyMvDiiy+irKxM+eFv3boVQUFBSEtLs/mctLQ06PV6bNu2DTNnzgQAlJWVoaCgACtXrnRKXY7q7s9CCIGNGzfiv//7v6HX67v9ehcuXEBxcbHVL6oaevM7cPjwYQDodB+Sk5NhNBqxbds2jBgxAoA0F2DXrl146aWXelawk3Rnv0tLS3HLLbcgLS0NGzduhFbb/ZF1T3m/bQkMDERaWhq2bduGn/3sZ8r927Ztw5133mnzORkZGdiyZYvVfVu3bsWoUaN69P9BDUIILFiwAJs3b8bOnTuRnJzco+0cPnzYI99XRzU2NuK7777DTTfdZPNxX3iv29q4cSPi4uJwxx13dPu53v5e9/QzOSMjA9u2bbMaTdi6dWv3OzO6Nc3by5w6dUocPnxYLF26VPTp00ccPnxYHD58WNTU1AghhGhpaRGpqali0qRJ4tChQ2L79u2iX79+Yv78+co2SkpKREpKiti3b59y3yOPPCL69esntm/fLg4dOiQmTpworrvuOtHS0uL2feyO7du3CwCisLDQ5uMpKSniww8/FEIIUVNTIxYtWiT27NkjioqKxI4dO0RGRobo27evqK6udmfZPbZnzx6xatUqcfjwYXHy5Enx/vvvi8TERDFjxgyrdm33WwghVqxYIQwGg/jwww/FkSNHxP333y8SEhK8Zr9LS0vFlVdeKSZOnChKSkpEWVmZcmnL29/vnJwcodfrxZtvvikKCwtFdna2CAsLEz/99JMQQohnn31WZGVlKe1PnjwpQkNDxRNPPCEKCwvFm2++KfR6vfi///s/tXah2x599FFhMBjEzp07rd7XS5cuKW3a7/fq1avF5s2bxYkTJ0RBQYF49tlnBQDxwQcfqLELPbJo0SKxc+dOcfLkSbF3714xbdo0ER4e7tPvtcxsNov+/fuLZ555psNjvvJe19TUKN/PAJTP7VOnTgkhHPtMzsrKsjqy9auvvhI6nU6sWLFCfPfdd2LFihUiICBA7N27t1u1+XRImjNnjgDQ4bJjxw6lzalTp8Qdd9whQkJCRHR0tJg/f75oaGhQHi8qKurwnPr6ejF//nwRHR0tQkJCxLRp08Tp06fduGc9c//994uxY8d2+jgAsXHjRiGEEJcuXRKZmZniiiuuEHq9XvTv31/MmTPHK/ZTdvDgQZGeni4MBoMIDg4WKSkpYvHixaKurs6qXdv9FkI65HTx4sXCaDSKoKAgcfPNN4sjR464ufqe27hxo83f+/Z/E/nC+/2nP/1JDBgwQAQGBoqRI0daHQo/Z84cMX78eKv2O3fuFCNGjBCBgYFi4MCBYt26dW6uuHc6e1/b/v623++XXnpJDB48WAQHB4uoqCgxbtw48emnn7q/+F649957RUJCgtDr9SIxMVHcfffd4ujRo8rjvvheyz7//HMBQBw/frzDY77yXstLF7S/zJkzRwjh2Gfy+PHjlfayf/zjHyIlJUXo9Xpx9dVX9ygsaoRonc1GRERERAq/XgKAiIiIqDMMSUREREQ2MCQRERER2cCQRERERGQDQxIRERGRDQxJRERERDYwJBERERHZwJBEREREZANDEhEREZENDElERERENjAkEREREdnAkERERERkw/8Pc3J5GTSY0KoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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w3ue3W8ckFRcXo7S0FFOmTFH2GY1GjB8/Hrt37wYAFBQUoKmpyaGMxWJBamqqUmbPnj0wmUwYPXq0UmbMmDEwmUwOZVJTU2GxXGtmnzp1KhoaGlBQUOC0fg0NDaiqqnL4ISIdU7rbvLRGkowtSUR+wa0hqbRUuip2QkKCw/6EhATlvtLSUoSEhCA6Otplmfj4+DbHj4+PdyjT+nmio6MREhKilGlt5cqVyhgnk8mEpCQvXcaAiDyD3W1E5EEemd1mMBgc/i2EaLOvtdZlnJXvTpmWnnvuOVitVuXnzBkOuiTStSoVZre1fD65JYuIfJJbQ5LZLC3m1rolp6ysTGn1MZvNaGxsREVFhcsyFy5caHP8ixcvOpRp/TwVFRVoampq08IkMxqNiIqKcvghIp1qqAEarNK2t1uS5JBUXQII4d3nJiKvcWtISk5OhtlsRn5+vrKvsbERO3fuxNixYwEAaWlpCA4OdihTUlKCoqIipUx6ejqsViv279+vlNm3bx+sVqtDmaKiIpSUlChltm3bBqPRiLS0NHeeFhFpkdzVFhIprV3kTXIoa7oiLSpJRD4pqKsPqKmpwbfffqv8u7i4GIWFhYiJiUH//v2RnZ2NFStWYPDgwRg8eDBWrFiB8PBwzJo1CwBgMpkwZ84cLFq0CLGxsYiJicHixYsxbNgwTJo0CQAwdOhQTJs2DXPnzsX69esBAI888ggyMjIwZMgQAMCUKVOQkpKCrKwsvPTSS7h8+TIWL16MuXPnsoWIyB8og7a93IoEAMFhQFgMUHdZqkdYdMePISLd6XJI+uKLL/DDH/5Q+ffTTz8NAJg9ezbefPNNPPPMM6irq8O8efNQUVGB0aNHY9u2bYiMjFQes3btWgQFBWHmzJmoq6vDxIkT8eabbyIwMFAp884772DhwoXKLLjMzEyHtZkCAwPx8ccfY968ebjtttsQFhaGWbNm4fe//33XfwtEpD9qDdqWRfW9FpISblSnDkTkUQYh/LdDvaqqCiaTCVarla1PRHrzr5eBfz4PDJ8F/GSd95//nZnAN58AM/4LSJvt/ecn8mPe+vzmtduISJ+UmW1qtSRdfV7OcCPyWQxJRKRPWuhuA3iRWyIfxpBERPqk1sVtZS2XASAin8SQRET6pHZIimR3G5GvY0giIv2xNQO1ZdJ2pFotSexuI/J1DElEpD81FwBhBwKCgIg+6tRBbsGqtwKNterUgYg8iiGJiPRHHgfUywwEqPQ2FholrfYNXJtpR0Q+hSGJiPRH7uJSazySTFkGgF1uRL6IIYmI9EftNZJkckjj4G0in8SQRET6U301lKg1aFsmD96uZkgi8kUMSUSkP2xJIiIvYEgiIv1R1kjqq249uFYSkU9jSCIi/VG629RuSeJaSUS+jCGJiPRFCA12t3EJACJfxJBERPpSXwk010nbqrckXQ1JtWVAc6O6dSEit2NIIiJ9kcf/hMUAwWHq1iU8FggMkbZ5oVsin8OQRET6onS1qTz9HwAMhmv1YEgi8jkMSUSkL1oZtC3j4G0in8WQRET6opVB2zIuA0DksxiSiEhflOu2qbxGkowz3Ih8FkMSEemLPPZHc91tZ9WtBxG5HUMSEemLlgZuA9e6/diSRORzGJKISF/k7jattCRFcnYbka9iSCIi/WiqB+ouS9taa0mqLgHsdnXrQkRuxZBERPoht9YEhQJh0erWRdYrAYABsDcDVy6pXRsiciOGJCLSj5aDtg0GdesiCwy+GpTAtZKIfAxDEhHph7wWkVa62mQcvE3kkxiSiEg/tBqSlMHbXFCSyJcwJBGRfmhtjSQZW5KIfBJDEhHph2ZbklrMcCMin8GQRET6odWQxIvcEvkkhiQi0g+lu01rIYndbUS+iCGJiPTBbr8WkqI0NiaJq24T+SSGJCLShyuXpAUbYbi2LpFWyKGtoQpoqFG3LkTkNgxJRKQP8nifXgnSAo5aYowEQiKlbbYmEfkMhiQi0ocqjXa1yeTB5By8TeQzGJKISB/khRq1NmhbxsHbRD6HIYmI9EHrLUlcdZvI5zAkEZE+aHWNJBlbkoh8DkMSEemD5rvbuAwAka9hSCIifdBLdxsHbhP5DLeHpObmZvz6179GcnIywsLCcN111+H555+H3W5XygghsGzZMlgsFoSFhWHChAk4cuSIw3EaGhqwYMECxMXFISIiApmZmTh79qxDmYqKCmRlZcFkMsFkMiErKwuVlZXuPiUi0gKtrrYtY3cbkc9xe0hatWoVXnvtNeTk5ODYsWNYvXo1XnrpJfzhD39QyqxevRpr1qxBTk4ODhw4ALPZjMmTJ6O6ulopk52djS1btiA3Nxe7du1CTU0NMjIyYLPZlDKzZs1CYWEh8vLykJeXh8LCQmRlZbn7lIhIbQ3V0kKNgPZbkmrLAFuzunUhIrcwCCGEOw+YkZGBhIQEvPHGG8q+//iP/0B4eDjefvttCCFgsViQnZ2NZ599FoDUapSQkIBVq1bh0UcfhdVqRZ8+ffD222/jvvvuAwCcP38eSUlJ2Lp1K6ZOnYpjx44hJSUFe/fuxejRowEAe/fuRXp6Oo4fP44hQ4Z0WNeqqiqYTCZYrVZERUW589dARO508Wvgj7cAxijguTNq18Y5ux34f32kVcGfOgqY+qpdIyKf5a3Pb7e3JI0bNw7//Oc/8fXXXwMAvvzyS+zatQs/+tGPAADFxcUoLS3FlClTlMcYjUaMHz8eu3fvBgAUFBSgqanJoYzFYkFqaqpSZs+ePTCZTEpAAoAxY8bAZDIpZVpraGhAVVWVww8R6YAyaFujrUgAEBBwrX4cvE3kE4LcfcBnn30WVqsVN9xwAwIDA2Gz2fDCCy/ggQceAACUlpYCABISHK+9lJCQgFOnTillQkJCEB0d3aaM/PjS0lLEx8e3ef74+HilTGsrV67E8uXLe3aCROR9Wh+0LYtMBKxnrg7eHqV2bYioh9zekvTee+9h06ZNePfdd3Hw4EG89dZb+P3vf4+33nrLoZzBYHD4txCizb7WWpdxVt7VcZ577jlYrVbl58wZjTbbE5EjecZYlMa7sDh4m8inuL0l6f/+3/+LJUuW4P777wcADBs2DKdOncLKlSsxe/ZsmM1mAFJLUGLitW+FZWVlSuuS2WxGY2MjKioqHFqTysrKMHbsWKXMhQsX2jz/xYsX27RSyYxGI4xGo3tOlIi8R5nZpvWWJK66TeRL3N6SdOXKFQQEOB42MDBQWQIgOTkZZrMZ+fn5yv2NjY3YuXOnEoDS0tIQHBzsUKakpARFRUVKmfT0dFitVuzfv18ps2/fPlitVqUMEfkIvXS3sSWJyKe4vSVpxowZeOGFF9C/f3/ceOONOHToENasWYOf//znAKQusuzsbKxYsQKDBw/G4MGDsWLFCoSHh2PWrFkAAJPJhDlz5mDRokWIjY1FTEwMFi9ejGHDhmHSpEkAgKFDh2LatGmYO3cu1q9fDwB45JFHkJGR0amZbUSkI1pfbVsmdwdy4DaRT3B7SPrDH/6A3/zmN5g3bx7KyspgsVjw6KOP4re//a1S5plnnkFdXR3mzZuHiooKjB49Gtu2bUNkZKRSZu3atQgKCsLMmTNRV1eHiRMn4s0330RgYKBS5p133sHChQuVWXCZmZnIyclx9ykRkdq0ft02mdwdyFW3iXyC29dJ0hOuk0SkA7Ym4Hd9AAhg8TdAr7azWjXj8nfAf40AgsKAX5UAHUxGIaLu0e06SUREblVzAYAAAoKB8Di1a+Oa3JLUXAfUV6paFSLqOYYkItI2eRB0pFlasFHLgsOAsKszcjl4m0j3NP6OQ0R+T1kjSePjkWTy4O0qLgNApHcMSUSkbXpZI0mmXJqEIYlI7xiSiEjb9DKzTca1koh8BkMSEWmb3JKkl5DEVbeJfAZDEhFpm9ySpJfuNrYkEfkMhiQi0jbddbdx4DaRr2BIIiLtEoIDt4lINQxJRKRddRVAc720rZeQJLd4XSkHmhvUrQsR9QhDEhFpl9xlFR4LBIeqW5fOCosGAo3SNi90S6RrDElEpF1KV5tOxiMB0vXaOHibyCcwJBGRdimDtnXS1SZTBm+fU7ceRNQjDElEpF16WyNJpgzeZksSkZ4xJBGRdsktMXrqbgPY3UbkIxiSiEi75JCht+42rrpN5BMYkohIu/Q4cBtgSxKRj2BIIiLt0ttq2zKuuk3kExiSiEibmuqAusvStu6621oM3Lbb1a0LEXUbQxIRaZPc1RYUBoT2VrUqXRZpBmAA7E3SyttEpEsMSUSkTS0HbRsM6talqwKDgYg+0jYHbxPpFkMSEWmTskZSX3Xr0V0cvE2kewxJRKRNyhpJOhuPJOOq20S6x5BERNqk1zWSZFx1m0j3GJKISJvksTx6WyNJxu42It1jSCIibdLrGkkyrrpNpHsMSUSkTVU6vbitTGlJYkgi0iuGJCLSHrutxew2vYYkeeA2u9uI9IohiYi0p6YMEDbAEAj0SlC7Nt0jD9xusAKNterWhYi6hSGJiLRH7qKKNAMBgerWpbtCo4CQXtI2W5OIdIkhiYi0p1rng7ZlyjIAHJdEpEcMSUSkPXqf2Sbj4G0iXWNIIiLtkVep1uslSWTK4G2GJCI9YkgiIu3xlZYkrrpNpGsMSUSkPcrAbZ1ekkQmhzy2JBHpEkMSEWmPr3S3sSWJSNcYkohIW4Twne42tiQR6RpDEhFpy5VywNYobftKd1vNBcDWrG5diKjLGJKISFvkVpeIeCAoRN269FREH2nVcGEHasvUrg0RdRFDEhFpi690tQHSauGRZmmbq24T6Y5HQtK5c+fw0EMPITY2FuHh4bj55ptRUFCg3C+EwLJly2CxWBAWFoYJEybgyJEjDsdoaGjAggULEBcXh4iICGRmZuLs2bMOZSoqKpCVlQWTyQSTyYSsrCxUVlZ64pSIyFt8ZdC2jKtuE+mW20NSRUUFbrvtNgQHB+Mf//gHjh49ipdffhm9e/dWyqxevRpr1qxBTk4ODhw4ALPZjMmTJ6O6ulopk52djS1btiA3Nxe7du1CTU0NMjIyYLPZlDKzZs1CYWEh8vLykJeXh8LCQmRlZbn7lIjIm3ypJQng4G0iHQty9wFXrVqFpKQkbNy4Udk3cOBAZVsIgVdeeQW/+tWvcM899wAA3nrrLSQkJODdd9/Fo48+CqvVijfeeANvv/02Jk2aBADYtGkTkpKSsH37dkydOhXHjh1DXl4e9u7di9GjRwMANmzYgPT0dJw4cQJDhgxx96kRkTcoIUnng7ZlDEnUBTa7wP7iyyirrkd8ZChuTY5BYIBB7Wr5Lbe3JH344YcYNWoU7r33XsTHx2PEiBHYsGGDcn9xcTFKS0sxZcoUZZ/RaMT48eOxe/duAEBBQQGampocylgsFqSmpipl9uzZA5PJpAQkABgzZgxMJpNShoh0yGe72zgmiVzLKyrBuFWf4oENe/FkbiEe2LAX41Z9irwi/u2oxe0h6bvvvsO6deswePBgfPLJJ3jsscewcOFC/PnPfwYAlJaWAgASEhIcHpeQkKDcV1paipCQEERHR7ssEx8f3+b54+PjlTKtNTQ0oKqqyuGHiDSG3W3kh/KKSvD4poMosdY77C+11uPxTQcZlFTi9pBkt9sxcuRIrFixAiNGjMCjjz6KuXPnYt26dQ7lDAbH5kMhRJt9rbUu46y8q+OsXLlSGeRtMpmQlJTU2dMiIm9wWEiSLUnkH2x2geUfHYVwcp+8b/lHR2GzOytBnuT2kJSYmIiUlBSHfUOHDsXp06cBAGazNB22dWtPWVmZ0rpkNpvR2NiIiooKl2UuXLjQ5vkvXrzYppVK9txzz8FqtSo/Z86c6cYZEpHHNFQBTbXStt4XkpS1bEkS/JCjtvYXX27TgtSSAFBircf+4sveqxQB8EBIuu2223DixAmHfV9//TUGDBgAAEhOTobZbEZ+fr5yf2NjI3bu3ImxY8cCANLS0hAcHOxQpqSkBEVFRUqZ9PR0WK1W7N+/Xymzb98+WK1WpUxrRqMRUVFRDj9EpCFyK1JYNBASrm5d3EUOSU1XgHqrunUhTSqrbj8gdaccuY/bZ7c99dRTGDt2LFasWIGZM2di//79eP311/H6668DkLrIsrOzsWLFCgwePBiDBw/GihUrEB4ejlmzZgEATCYT5syZg0WLFiE2NhYxMTFYvHgxhg0bpsx2Gzp0KKZNm4a5c+di/fr1AIBHHnkEGRkZnNlGpFe+NmgbAILDgNDeQH2l1OUW1lvlCpHWxEeGurUcuY/bQ9Itt9yCLVu24LnnnsPzzz+P5ORkvPLKK3jwwQeVMs888wzq6uowb948VFRUYPTo0di2bRsiIyOVMmvXrkVQUBBmzpyJuro6TJw4EW+++SYCAwOVMu+88w4WLlyozILLzMxETk6Ou0+JiLzF1wZty6IsUkiqOg/ED1W7NqQxtybHINEUilJrvdNxSQYAZpO0HAB5l0EI/+0kr6qqgslkgtVqZdcbkRZ89iLw2Upg5Gwg87/Uro37vH0PcPKfQGYOMJIL3lJb8uw2AA5BSZ6GtO6hkZiW6iPj9NzAW5/fvHYbEWmHL3a3AddaxjjDjdoxLTUR6x4aCbPJsUvNbAplQFKR27vbiIi6zZe72wCulUQuTUtNxOQUM1fc1hCGJCLSDl8NSVwriTopMMCA9EGxaleDrmJ3GxFph693t7EliUhXGJKISBsaa6+tI+QrF7eVyS1JDElEusKQRETaYL3aimSMAkJN6tbF3eSWsSuXgOYGdetCRJ3GkEREqrLZBfacLMfuQ4UAAGHqp26FPCE8Bgg0StvVzi/ATUTaw4HbRKSavKISLP/oKEqs9bgvcD/GBgO7L4WiuqjEt6Y8GwxApBmoPCUN3o4eoHaNiKgT2JJERKqQF8+TL+zZ13ARAFDcGI3HNx1EXpGPzQTj4G0i3WFIIiKvs9kFln901GFl4b6GcgDAeREHAFj+0VHY7D50QQAO3ibSHYYkIvK6/cWXlRYkmQVSSDonYiEAlFjrsb/4sgq18xCuuk2kOwxJROR1ZdX1bfZZDJcAXGtJaq+cbskz3Kxn1a0HEXUaQxIReV18pOP1qQywI1Hpbottt5yu9U6Sbq1n1K0HEXUaQxIRed2tyTFINIUqVziPgxUhBhtswoALiIYBQKJJum6VzzBdDUmVDElEesGQREReFxhgwNIZKQAAA64N2r6AaNiurkyydEaKb13YUw5JtWVAkw91IxL5MIYkIlLFtNRErHtoJMymUIfxSGZTKNY9NNK31kkCpAUlg8OlbfkadUSkaVxMkohUMy01EZNTzDjz8RdAATDwuuux62d3+lYLksxgkFqTLp0AKk8DsYPUrhERdYAtSUSkqsAAAwYGSVP94/oO8s2AJJMvucLB20S6wJBEROqTp8XL43Z8lTLDjcsAEOkBQxIRqU9uWfHFi9u2xBluRLrCkERE6lNakvwkJLG7jUgXGJKISF2NV4Ar0hIAPh+SuKAkka4wJBGRuuTp8CG9gNDeqlbF45SWpHOA3a5uXYioQwxJRKSuluORDD48sw0AIhMBQyBgbwJqStWuDRF1gCGJiNTlL+ORACAwCIiySNscvE2keQxJRKQufwpJAAdvE+kIQxIRqcvfQhIHbxPpBkMSEalLDgtRfhKS5DDI7jYizWNIIiJ1VZ6Wbnv3V7ce3sLuNiLdYEgiIvXYbde626IHqFsXb+GlSYh0gyGJiNRTdQ6wNwMBwdL0eH/Q8tIkQqhbFyJyiSGJiNQjd7WZ+gEBgerWxVvkMUmN1UB9papVISLXGJKISD0Vp6Rbf+lqA4CQCCA8VtpmlxuRpjEkEZF6Kq+GpN5+FJKAFjPcTqtbDyJyiSGJiNTjjy1JABA9ULqVz5+INIkhiYjUo0z/97OQJJ9vJUMSkZYxJBGRevy1u01pSfpezVoQUQeC1K4AEfmp5gag6ry07bfdbd+rWQtSgc0usL/4Msqq6xEfGYpbk2MQGGBQu1rUDoYkIlKH9SwAAQSFARF91K6Nd7UMSUIABn5I+oO8ohIs/+goSqz1yr5EUyiWzkjBtFQ/WSdMZ9jdRkTqULra+vtfSDAlAYYAoLkeqLmgdm3IC/KKSvD4poMOAQkASq31eHzTQeQVlahUM3KFIYmI1OGvM9sAICjk2gV92eXm82x2geUfHYWz9dXlfcs/OgqbnSuwa43HQ9LKlSthMBiQnZ2t7BNCYNmyZbBYLAgLC8OECRNw5MgRh8c1NDRgwYIFiIuLQ0REBDIzM3H2rOPCaxUVFcjKyoLJZILJZEJWVhYqKys9fUpE5A7+OmhbJodDLgPg8/YXX27TgtSSAFBircf+4sveqxR1ikdD0oEDB/D666/jpptucti/evVqrFmzBjk5OThw4ADMZjMmT56M6upqpUx2dja2bNmC3Nxc7Nq1CzU1NcjIyIDNZlPKzJo1C4WFhcjLy0NeXh4KCwuRlZXlyVMiIneRp//7Y0sSwMHbfqSsuv2A1J1y5D0eC0k1NTV48MEHsWHDBkRHRyv7hRB45ZVX8Ktf/Qr33HMPUlNT8dZbb+HKlSt49913AQBWqxVvvPEGXn75ZUyaNAkjRozApk2bcPjwYWzfvh0AcOzYMeTl5eFPf/oT0tPTkZ6ejg0bNuDvf/87Tpw44anTIiJ3qWgxJskfMST5jfjIULeWI+/xWEh64oknMH36dEyaNMlhf3FxMUpLSzFlyhRln9FoxPjx47F7924AQEFBAZqamhzKWCwWpKamKmX27NkDk8mE0aNHK2XGjBkDk8mklGmtoaEBVVVVDj9EpBK/724bKN0yJPm8W5NjkGgKRXvTEwyQZrndmhzjzWpRJ3gkJOXm5uLgwYNYuXJlm/tKS0sBAAkJCQ77ExISlPtKS0sREhLi0ALlrEx8fHyb48fHxytlWlu5cqUyfslkMiEpKanrJ0dEPddYC9RelLb9trstWbplSPJ5gQEGLJ2RAgBtgpL876UzUrhekga5PSSdOXMGTz75JDZt2oTQ0PabDg2tpvwKIdrsa611GWflXR3nueeeg9VqVX7OnDnj8vmIyEMuF0u3YdHSjz+SW5KqzwNNHIvi66alJmLdQyNhNjl+LppNoVj30MgurZNkswvsOVmOvxWew56T5ZwV50FuX0yyoKAAZWVlSEtLU/bZbDZ8/vnnyMnJUcYLlZaWIjHx2h9FWVmZ0rpkNpvR2NiIiooKh9aksrIyjB07Vilz4ULb9UUuXrzYppVKZjQaYTQae36SRNQzl7+TbmOuU7ceagqPAUJ6AY010iD2PterXSPysGmpiZicYu7RittckNK73N6SNHHiRBw+fBiFhYXKz6hRo/Dggw+isLAQ1113HcxmM/Lz85XHNDY2YufOnUoASktLQ3BwsEOZkpISFBUVKWXS09NhtVqxf/9+pcy+fftgtVqVMkSkUQxJ0gKacmsSL3TrNwIDDEgfFIu7b+6L9EGxXQ5IXJDSu9zekhQZGYnU1FSHfREREYiNjVX2Z2dnY8WKFRg8eDAGDx6MFStWIDw8HLNmzQIAmEwmzJkzB4sWLUJsbCxiYmKwePFiDBs2TBkIPnToUEybNg1z587F+vXrAQCPPPIIMjIyMGTIEHefFhG5E0OSJHogcKGI45KoQx0tSGmAtCDl5BQzxza5kSrXbnvmmWdQV1eHefPmoaKiAqNHj8a2bdsQGRmplFm7di2CgoIwc+ZM1NXVYeLEiXjzzTcRGBiolHnnnXewcOFCZRZcZmYmcnJyvH4+RNRFDEkSznCjTurKgpTpg2K9VzEfZxBC+O2Ir6qqKphMJlitVkRFRaldHSL/seZGoOosMCcfSLpV7dqoZ/8GYOti4IYM4P531K4NadjfCs/hydzCDsv95/034+6b+3q+Qirz1uc3r91GRN7VVCcFJIAtSXJLkjzbj6gdXJBSHQxJRORd8krbxigg3M+7BeSQePk7wG5Xty6kaVyQUh0MSUTkXcp4pGRphpc/6z0ACAgCmuuk9ZKI2sEFKdXBkERE3sVB29cEBl1bebv8W3XrQprnzgUpqXNUmd1GRH6MIclR7CCg/Bug/CRw3QS1a0Ma544FKanzGJKIyLsYkhzF/kC6LT+pbj1IN+QFKcnz2N1GRN7FkOQodpB0y+42Is1hSCIi72luBKxXLyzNkCRRWpIYkoi0hiGJiLyn8jQg7EBwONDL+YWo/U7M1ZakylOArUnduhCRA4YkIvIeubUk5jpO/5dFJkqh0d4shUgi0gyGJCLynktfS7dx16tbDy0JCLjWmsQuNyJNYUgiIu9hSHIu9ur4LIYkIk1hSCIi77n0jXQbN1jdemgNlwEg0iSGJCLyHrYkOccZbkSaxJBERN5RWw7UXZa25VBAEmVMEluSiLSEIYmIvENuRTL1B0LC1a2L1sihseos0Firbl2ISMGQRETeoXS1cTxSGxGxQPjVy0zI47aISHUMSUTkHRyP5FqfG6TbiyfUrQcRKRiSiMg7OLPNtT5DpNuLx9WtBxEpGJKIyDvYkuQaW5KINIchiYg8r7lBujYZwJDUHrYkEWkOQxIReV75SenCtkYT0Cte7dpoU5+h0m1FMdBUr25diAgAQxIRecPFY9Jtn+t5Ydv29IoHQntLYbKcM9yItIAhiYg878JR6TY+Rd16aJnBwHFJRBrDkEREnld2NSQl3KhuPbSO45KINIUhiYg8Tw5J8UPVrYfWKS1JDElEWsCQRESe1VADVHwvbbO7zTWlJYndbURawJBERJ4lt4pExAMRcerWRevklqTyk9KyCUSkKoYkIvIsZTwSW5E6FGUBQk2AsLHLjUgDGJKIyLOUmW0ctN0hgwEw3yRtlxapWxciYkgiIg/joO2uSUiVbksPq1sPImJIIiIPY3db15ivhqQLbEkiUhtDEhF5Ts1FoPYigBYLJZJr5mHSbelhQAh160Lk5xiSiMhz5NaQ6IFASISqVdGNPjcAAUFAfSVgPat2bYj8GkMSEXlOyZfSbeJwdeuhJ0FGIO56aZtdbkSqYkgiIs9hSOoepcuNIYlITQxJROQ5ckiy3KxqNXRHmeH2lbr1IPJzDElE5Bn1VcDlk9K2mS1JXcIZbkSawJBERJ4hr/NjSgIiYtWti97IC0pe/g6ot6pbFyI/xpBERJ5xtatNmG/CnpPl+FvhOew5WQ6bndPaXbHZBfaUGnAlzCL9+9whlWtE5L+C1K4AEfmoqyFpw7eRWPHlXmV3oikUS2ekYFpqolo106y8ohIs/+goSqz1yAlOQkbgeax/96+47idD+PsiUoHbW5JWrlyJW265BZGRkYiPj8ePf/xjnDhxwqGMEALLli2DxWJBWFgYJkyYgCNHjjiUaWhowIIFCxAXF4eIiAhkZmbi7FnHNUMqKiqQlZUFk8kEk8mErKwsVFZWuvuUiKgbqr8vAADsqUty2F9qrcfjmw4ir6hEjWppVl5RCR7fdBAl1noAwJf2QQCA6xpP8PdFpBK3h6SdO3fiiSeewN69e5Gfn4/m5mZMmTIFtbW1SpnVq1djzZo1yMnJwYEDB2A2mzF58mRUV1crZbKzs7Flyxbk5uZi165dqKmpQUZGBmw2m1Jm1qxZKCwsRF5eHvLy8lBYWIisrCx3nxIRdZGtrgoRVd8CAIrsAx3ukzvbln90lF1vV9nsAss/OoqWvw05JN0UIA1+5++LyPsMQnh23fuLFy8iPj4eO3fuxB133AEhBCwWC7Kzs/Hss88CkFqNEhISsGrVKjz66KOwWq3o06cP3n77bdx3330AgPPnzyMpKQlbt27F1KlTcezYMaSkpGDv3r0YPXo0AGDv3r1IT0/H8ePHMWTIkA7rVlVVBZPJBKvViqioKM/9Eoj8zJFdH+HG7Q/hrIjDuIb/arfcX+aOQfogDurec7IcD2zY67AvHPU4bJyDQIPArfV/RBmi+fsiuspbn98eH7httUozM2JiYgAAxcXFKC0txZQpU5QyRqMR48ePx+7duwEABQUFaGpqcihjsViQmpqqlNmzZw9MJpMSkABgzJgxMJlMSpnWGhoaUFVV5fBDRO5nOHcAAHDI/gOX5cqq671RHc1z9nu4glB8LfoBAIZfbU3i74vIuzwakoQQePrppzFu3DikpkrrfpSWlgIAEhISHMomJCQo95WWliIkJATR0dEuy8THx7d5zvj4eKVMaytXrlTGL5lMJiQlJTktR0Q9Y66Spv8ftA92WS4+MtQb1dG89n4PcpebHJL4+9I2m11wJqeP8ejstvnz5+Orr77Crl272txnMBgc/i2EaLOvtdZlnJV3dZznnnsOTz/9tPLvqqoqBiUidxMC0RXSzLbCdkKSAYDZFIpbk2O8WDHtujU5BommUJRa6x3GJX0lBuF+fIbhhu+QyN+XprWcmSjjTE7981hL0oIFC/Dhhx9ix44d6Nevn7LfbDYDQJvWnrKyMqV1yWw2o7GxERUVFS7LXLhwoc3zXrx4sU0rlcxoNCIqKsrhh4jcrKIYhivlsAcE46gYgNZfWeR/L52RgsAA11+M/EVggAFLZ6QAgMPvq2VL0tKMG/j70qjWMxNlnMmpf24PSUIIzJ8/H++//z4+/fRTJCcnO9yfnJwMs9mM/Px8ZV9jYyN27tyJsWPHAgDS0tIQHBzsUKakpARFRUVKmfT0dFitVuzfv18ps2/fPlitVqUMEang7BcAgADLzfjPh0bDbHLsIjKbQrHuoZH8dt3KtNRErHtopMPv67hIwhWEIspwBdPiK9WrHLXL2cxEGWdy6p/bu9ueeOIJvPvuu/jb3/6GyMhIpcXIZDIhLCwMBoMB2dnZWLFiBQYPHozBgwdjxYoVCA8Px6xZs5Syc+bMwaJFixAbG4uYmBgsXrwYw4YNw6RJkwAAQ4cOxbRp0zB37lysX78eAPDII48gIyOjUzPbiMhDzlz94tLvVkxLTcTkFDP2F19GWXU94iOlLiO2iDjn7PcVtmsMUPwZcGo3kHCj2lWkVvYXX27TgtSSAFBircf+4sucmahDbg9J69atAwBMmDDBYf/GjRvx8MMPAwCeeeYZ1NXVYd68eaioqMDo0aOxbds2REZGKuXXrl2LoKAgzJw5E3V1dZg4cSLefPNNBAYGKmXeeecdLFy4UJkFl5mZiZycHHefEhF1xek90m3SLQCkriR+OHRem9/X2duuhaRb56pWL3KuszMOOTNRnzy+TpKWcZ0kIje7chlYfR0AASz+FujVR+0a6V/xv4C3MoDIRODpY0AHE1zIu5ytceUM17hyL59ZJ4mI/Mip3QAEEDeEAcld+o0CAoKB6hKg4nu1a0OtyDMT24uuBoAzE3WMIYmI3Of7q8t9DBynbj18SXAY0HektH3K+UK5pJ72Zia2/DdncuoXQxIRuQ9Dkmf0T5duGZI0ydnMRIAzOX2BRxeTJCI/cuUycKFI2h5wm7p18TUDxwH/fgUo/hwQguOSVGKzi3ZnanImp29iSCIi9zi9B9J4pOuBSOcLulI3DRgLBIYA1tNA+UkgzvU18cj9OrOiNmdy+h52txGRe3z7T+l24O3q1sMXhUQA/cdI2yc/VbcufogravsvhiQi6jkhgG+vrpA/eLK6dfFVg+6UbhmSPKK9i9NyRW3/xu42Iuq58m+BytNSlxBbkjxj0J3A9mXA9/+CrakB+0/XcOxLF7gaT+SqK80UFqK7FbVdnSt1DUMSEfXcN1dbkfqnA8Ze6tbFVyUMA8LjgCuXMH/1evyjepByF68275qrEAQAj2862KalSO5K+/ltAzv1HFpZUbszY6eo89jdRkQ99+126ZZdbZ4TEIDzsaMBADfV7Xe4i2Nj2udqPNFjmw5iyfuHXXalbSk816nniY8M7biQh3HslPsxJBFRt9nsAvtOnIWt+F/SvwdNUrlGvstmF1hXIl28e3JAgcN9HBvjXGfGE1VeaWr38QLA5domxESEaH5FbY6d8gyGJCLqlryiEoxb9Sn++60/IdDeiLMiDuPeOMdvqx6yv/gyttSkoFEE4gcB5zHI4NjC0XJsjL9pb9D1/uLLLscTddaPb7YA0PaK2h2dqz//ffQExyQRUZfJzfoCwDPBUtfPP2y3orSqAY9vOshVhj2grLoeNQjHbnsqJgR+iSkBBVhn6+u0nD9xNQanodnulueYnGLGrckxbZ7HrKGxPp193f3t76OnGJKIqEtaNuuHoAmTAg4CkEKSgPTtevlHRzE5xaz6t2tfIo952WYfJYWkwC+wzpbZbjl/0DKstySPwcmeNLhHxzdACkLy7DAtr6jd2dfdn/4+3IHdbUTUJS2b9ccFHEakoQ4lIgaHhLQKNJv1PUO+2ny+LQ12YcCIgG9hRrlyv1bGxnhLZ8bg/GX/aZijQl2OJ+odHgwDOteVJq+offfNfZE+KFYzAQm49veh9bFTesOQRERd0rK5/keBUldbnu0WiFZvJ2zWdy/5avOX0BsF4noAwIzAPQCcf6C3N07HV3RmDE5pVQMeuLU/gPZD0Iv3DPOJi9PKfx+AtsdO6Q2724ioS+TmeiMaMSXgCwBSV1t75ch95KvNf/rBBNzSfAL3BO7CBltGm7Ex/rBWTmdD+MC4cKx7aGSH44m03JXWWfLfh5bHTukNQxIRdYncrH9L9W5EGa7grIjDATFEub/lOA5yv2mpiZic/BzsL2/EUJzG335qQurI2xxWj3Y1TkdPrSOudGUMTvqg2A5DkK9cnHZaaqJPBD6tYEgioi6Rm/XD31sKANhsu0PpamOzvncERkQDQ6YCxz7C8Mt5QMA4AB2P0/GlQfVyWC+11js939Zh3VdCUGf407l6GsckEVGXTUuy4fbAIgDAZtu1a7XpbRyHrt10v3T71f8ANmlBRF9dK8fZ+CqOwSFvYEsSEXXdwT/DAAHRfyxWjb+bzfpqGDwFiIgHai4Axz4EUv+jS2vl6OUiqB2Nr+IYHPIkhiQiapfTD1J7I/DFfwMADLf+gs36agkKAUb9H2DnKmDf60Dqf3R6nM73l65g3KpPNT+wu7PjqzgGhzzFIITwrXmhXVBVVQWTyQSr1YqoqCi1q0OkKe19g19/0ze46cCzQKQFyP4KCAxWsZZ+rqoEeCUVsDcDj34OW8JNGLfqU5fjdEzhwbBeaWpzvxwpWnaXqtnaZLOLNkGudX3NplDsevZOBiI/5K3Pb45JIqI22r+aeB0C9q2T/nHLHAYktUUlAil3S9t713U4TkcORp25CKp8bb4HNuzFk7mFeGDDXoxb9anXrs3nq+OrSF8YkojIgasZUhMCCpEa8D3qYIRt5MPerho5k/6EdPvV/wDlJ5VxOs4WR3xq0uAOr3pfYq1HzqffthOSpW4udwal9ha95LXISAs4JomIHLT/DV7gyaDNAIC3midj+AUD0nt5t27kRN80aRD3N9uAf70M/PjVdsfp/P2r85065MZ/F3dqGQEAPeqOczUom9ciIy1gSCIiB+19M78z4BBuDvgOdSIEG5qn47f8Bq8d45dIIenLXOD2RUDsIKdr5XQ2UFTWda61KffA6Q4Hf7c3rqmjQdl/nDWiS+sgEXkCu9uIyIGzD9IgNONXQe8AAN6yTUU5TPwGryX9rrYmCRuw7TftFuvMRVB7h3VunNna7V932B3X3rimrV+d7/DitL/7+Bh+M53rIJG6GJKI/FR7Y0GcfZD+LDAfgwJKcFFE4Y/Nd/Nq4lo0+XdAQBBw4mPgm3ynRTqzAOP/uW1gt6vQcvD31q/aG/xfj3nvHurUoOzoiBCfuPisFvn6BZDdhd1tRH6oowX6ls5IweObDsIAwIKLeDrorwCAl5vvQw3C8RK/wWtP/A3A6MeAPTnAP54FBo4DgsPaFOtoAcbJKWbkHjjTbjdXR+SA8+u/FblsKeqMsup63H1zX66D5Gb+cAFkd+E6SVwniXxUV8eCtF4nJ6+oBMs/PILVdUtxe2ARDtivR3boC/hN5jC+kWpVfRWQM0pahXv0Y8Bdq9ot6moNJPlvBHAMNQZ0LeT01F/mjuFipW7W2f//Wuetz2+GJIYk8kHtfVP8zfSh+N3Hxzq9QJ/9339AQP6vYQsw4qsZW3HT8DR+g9e6b/KBd34qbT/4v8Dgyd06THt/Q/ffkoS1279xR03bxYUiPcOXFuj01uc3u9uIdKgzrQDOZg3Ne/eQy+O2XKAvPfAYArYvBQAETnsBI0aM8sCZkNsNngzc+iiwfz3w/iPAL7YDsYO6fJj2lhEA4LI7zgAgOiIYl2vbnyHXunzr1iqAg7I9oSsLdLIFT8KQRKQxHV0KwtV4gskp5g5nDXVG3bnDwJ6HpdlSN90H3PKLbp8PqWDycuDsfuD8IeDdmcCcfCC86wPtnS0jAMBhzJqzgPP/7k7F7z4+1uH0/d9MT8HvPubFab3FFy+A7GkMSURu1Jk3lo5agVwNqOxobZnsSYNdflPsjP6GCxi3ZyVQVwH0HQVkrAUM/vfmqGvBYcADucCGiUD5t8DbPwGytnQrKDnT0eDvaamJCAgwuAxScrmpqRyU7S3uvgByR+93vhC0OCaJY5J6pKehwJeO0ZkZI67KAHA5oPKPs0Z0OJ7IFBbsciHAjgw3nMRG4+8RAysQnwI8/LHbPlhJBReOAm9lAFfKgfgbgQf/Cpj6uu3wPWn1ZEuR98ljktxxAeTOfKHrzGvf3ffd2ppqDtz2NK2GJC184Hfm/p6Ggs7+R9LDMQDXAWfdQyNdlhEAeocHt3tdra6O8+gMx2/4AvcFfoalQX9GuKEBMN8kDfqNTHDb85FKyo4Df86UZryFxwE//W/guvFee3pfaE3wJR3NXOzofUjuJn3i3fbf7x65Ixmvf9720jZdDVpyfZ2VWfzDJPw0fQhDkid1JyRpvTXCW6GhM9NIAdfBoTP/kfRwjM68sSREGQEYUFrl+Ut59A4LhrWu7TdBuS6tx4L0M5ThN0GbMDXwC6nQDyYD924EjJEeryt5ScX3wHsPAaWHARiAW+YAE38LhJrUrhmpoKczF2MiQnC5trHd+wMMQHtrU3Y2aHX0vmtvuILTr8xkSPKkroYkrbdGAN4JDZ3p9ulMKOjoP5KejqElT026Hq9s/xqA87Eg8rc4W8UZXNi2Fgkn3kagvREiIAiGO38NjF0IBAR6vd7kYY1XgLwlwMG3pH+HRQNjFwC3zAVCtdOSTt7h7Mv63786jydzC73y/K6CVmfed+0NV3CGIcmzuhKSOmo50UprhDdCg7u7fajzYiJCUFHb6LKVaNezdyL/aKnTMP78XQMwObAQOLIFOPEPafYaACSPB6auAMyp3jgNUlPx58DHi4BLUpBGcDiQcjdw00yg/1ggmNfk81d7TpbjgQ171a5GpzAkddKrr76Kl156CSUlJbjxxhvxyiuv4Pbbb+/UYzsbkjpagAvwvdYI0pbWTdSA61YiALA11KLoq0NoLDsOS+0JWKyHYCgpBOwtAu7A24HbngR+MIkz2PyJ3QYUbQb+9TJw8fi1/UFhwICxQL9R0ri0hBQgqh8QFKJeXclrOjOwWytfkhmSOuG9995DVlYWXn31Vdx2221Yv349/vSnP+Ho0aPo379/h49XQtKxzxAV2evaHa1+I4fPWfHrDw67uHK2819he/vb09XjdL0+7ZQ36KX+bfd39RjtrRbkrtfW2XEMAHqHBwEwwHqlsVW4ufavCGMQahua2z3Oo+Ovw8gkE74sLsXWQ8VorKtBGBphNDSij7EZ4/sFoG9wLVBTBtReBKpL4fR8o5OBG38CDPspkHCj0/MgPyEEcPYLoHATcCIPqCl1UsgARCYCvZOA8FggtDcQ1lu6NfYCAkOAIKN023LbYAAMAdLjO7vd7v9EH6GD09t9shyr/iEFZ2dfxJ6ZOgRv/LsY5TWO72WixckFGKQ/rfaCVmRYEKrqmntUz6aGOnyy9lmGJFdGjx6NkSNHYt26dcq+oUOH4sc//jFWrlzZ4eOVkLQkElFGHfz1EnVVaG8g7nogfijQPx3oPwaIHshWI2pLCKDsKFD8L6D0K6DkK6lLztagds2I2qhqEDC9WM3LkrSnsbERBQUFWLJkicP+KVOmYPfu3U4f09DQgIaGa//hq6qqpI2ofkCok4GqVz9H6pvsuFh97XHtt1E4/+Bpf3/nj2OAtPqtgAE2u+h0G0/rYwVdnUXXZG+vfMfHCQo0ID4yFOcr69qtb9/eoYDBgHMVcpmWpPKtB+61Pk6/aOkK5meuHsNZneJ6heBSTdvBf/Lz9Y8JBwCcvnyl3br26WVEmZNjyAbERgAATpXXtji243EGXi1ztrIOTbZrZxscaEC/6HD0Dpe6KyqvNOJMRR2abPYWZQLRLzoM0VfLCAA1Dc1otAkEBwYg0hjUItMYpDEjweHSgoHBYVIXSXCY9C0/os/Vnzigd39pHwMRdYbBILUstmxdFEJqlaw8A1hPSwuM1lUC9VagvhJoqAFsjdJPc4PjrRAABCDsndxW46SpPQICDc122O0CAQEGGIMCYGjxvlfX1IzKK02wtWhnCTQAvcNDEBYciLomGyqvNKLF22Gb++X3f2ctVjER0vthe2WqhR1AtftOuB26DUmXLl2CzWZDQoLjOi4JCQkoLXXWZAysXLkSy5cvb3vHE3sBF0k02C4w00U/LdBx86I8JulCVceLeAHtjzcB0O4aF8C1AeSePsag1EQUu5ipd8PVcTHfuygzNDURh1zcn3L1GGdclElNTUShi/uHXT3GORdlbkpNxJcu7h9+9Rh7XZS5+WqZyFYzRm5qtQREbydlhrcqYwDAyfekCQYD0Cte+umXpnZtyIsMAFwN4Q8DEOJiOZvO3H+4EzPC2yuz+K4kYNUQ9560E7rtbjt//jz69u2L3bt3Iz09Xdn/wgsv4O2338bx48fbPMZZS1JSUlKXZrcBngsnchk9rJMk08vCl946BhERdR5X3PaQxsZGhIeH469//St+8pOfKPuffPJJFBYWYufOnR0eQ2vrJCmzkjTygc9AQEREWuStK2boNiQB0sDttLQ0vPrqq8q+lJQU3H333V0buK2hFbeJiIjINW+FJN2OSQKAp59+GllZWRg1ahTS09Px+uuv4/Tp03jsscc89pyBAQakD4rt9v2dLUNERETq0nVIuu+++1BeXo7nn38eJSUlSE1NxdatWzFgwAC1q0ZEREQ6p+vutp7yVnMdERERuY+3Pr8DPHZkIiIiIh1jSCIiIiJygiGJiIiIyAmGJCIiIiInGJKIiIiInGBIIiIiInKCIYmIiIjICYYkIiIiIicYkoiIiIic0PVlSXpKXmy8qqpK5ZoQERFRZ8mf256+aIhfh6Ty8nIAQFJSkso1ISIioq4qLy+HyWTy2PH9OiTFxMQAAE6fPu3RX7LWVFVVISkpCWfOnPGra9bxvHne/oDnzfP2B1arFf3791c+xz3Fr0NSQIA0JMtkMvnVH5csKiqK5+1HeN7+heftX/z1vOXPcY8d36NHJyIiItIphiQiIiIiJ/w6JBmNRixduhRGo1HtqngVz5vn7Q943jxvf8Dz9ux5G4Sn588RERER6ZBftyQRERERtYchiYiIiMgJhiQiIiIiJxiSiIiIiJzw6ZD0wgsvYOzYsQgPD0fv3r2dljl9+jRmzJiBiIgIxMXFYeHChWhsbHR53IaGBixYsABxcXGIiIhAZmYmzp4964EzcI/PPvsMBoPB6c+BAwfafdzDDz/cpvyYMWO8WPOeGzhwYJtzWLJkicvHCCGwbNkyWCwWhIWFYcKECThy5IiXatxz33//PebMmYPk5GSEhYVh0KBBWLp0aYd/13p8vV999VUkJycjNDQUaWlp+Ne//uWy/M6dO5GWlobQ0FBcd911eO2117xUU/dYuXIlbrnlFkRGRiI+Ph4//vGPceLECZePae////Hjx71U655btmxZm/qbzWaXj9H7aw04f/8yGAx44oknnJbX62v9+eefY8aMGbBYLDAYDPjggw8c7u/ue/LmzZuRkpICo9GIlJQUbNmypct18+mQ1NjYiHvvvRePP/640/ttNhumT5+O2tpa7Nq1C7m5udi8eTMWLVrk8rjZ2dnYsmULcnNzsWvXLtTU1CAjIwM2m80Tp9FjY8eORUlJicPPL37xCwwcOBCjRo1y+dhp06Y5PG7r1q1eqrX7PP/88w7n8Otf/9pl+dWrV2PNmjXIycnBgQMHYDabMXnyZFRXV3upxj1z/Phx2O12rF+/HkeOHMHatWvx2muv4Ze//GWHj9XT6/3ee+8hOzsbv/rVr3Do0CHcfvvtuOuuu3D69Gmn5YuLi/GjH/0It99+Ow4dOoRf/vKXWLhwITZv3uzlmnffzp078cQTT2Dv3r3Iz89Hc3MzpkyZgtra2g4fe+LECYfXdvDgwV6osfvceOONDvU/fPhwu2V94bUGgAMHDjicc35+PgDg3nvvdfk4vb3WtbW1GD58OHJycpze35335D179uC+++5DVlYWvvzyS2RlZWHmzJnYt29f1yon/MDGjRuFyWRqs3/r1q0iICBAnDt3Ttn3l7/8RRiNRmG1Wp0eq7KyUgQHB4vc3Fxl37lz50RAQIDIy8tze909obGxUcTHx4vnn3/eZbnZs2eLu+++2zuV8pABAwaItWvXdrq83W4XZrNZvPjii8q++vp6YTKZxGuvveaBGnrH6tWrRXJysssyenu9b731VvHYY4857LvhhhvEkiVLnJZ/5plnxA033OCw79FHHxVjxozxWB09raysTAAQO3fubLfMjh07BABRUVHhvYq52dKlS8Xw4cM7Xd4XX2shhHjyySfFoEGDhN1ud3q/L7zWAMSWLVuUf3f3PXnmzJli2rRpDvumTp0q7r///i7Vx6dbkjqyZ88epKamwmKxKPumTp2KhoYGFBQUOH1MQUEBmpqaMGXKFGWfxWJBamoqdu/e7fE6u8OHH36IS5cu4eGHH+6w7GeffYb4+Hhcf/31mDt3LsrKyjxfQTdbtWoVYmNjcfPNN+OFF15w2e1UXFyM0tJSh9fXaDRi/Pjxunl9nbFarZ26EKReXu/GxkYUFBQ4vE4AMGXKlHZfpz179rQpP3XqVHzxxRdoamryWF09yWq1AkCnXtsRI0YgMTEREydOxI4dOzxdNbf75ptvYLFYkJycjPvvvx/fffddu2V98bVubGzEpk2b8POf/xwGg8FlWb2/1i119z25vb+Brr6P+3VIKi0tRUJCgsO+6OhohISEoLS0tN3HhISEIDo62mF/QkJCu4/RmjfeeANTp05FUlKSy3J33XUX3nnnHXz66ad4+eWXceDAAdx5551oaGjwUk177sknn0Rubi527NiB+fPn45VXXsG8efPaLS+/hq3/LvT0+rZ28uRJ/OEPf8Bjjz3mspyeXu9Lly7BZrN16XVy9v89ISEBzc3NuHTpksfq6ilCCDz99NMYN24cUlNT2y2XmJiI119/HZs3b8b777+PIUOGYOLEifj888+9WNueGT16NP785z/jk08+wYYNG1BaWoqxY8eivLzcaXlfe60B4IMPPkBlZaXLL7e+8Fq31t335Pb+Brr6Ph7UpdIasGzZMixfvtxlmQMHDnQ41kbmLJELITpM6u54TE9153dx9uxZfPLJJ/if//mfDo9/3333KdupqakYNWoUBgwYgI8//hj33HNP9yveQ10576eeekrZd9NNNyE6Oho//elPldal9rR+LdV4fVvrzut9/vx5TJs2Dffeey9+8YtfuHysVl9vV7r6Ojkr72y/HsyfPx9fffUVdu3a5bLckCFDMGTIEOXf6enpOHPmDH7/+9/jjjvu8HQ13eKuu+5StocNG4b09HQMGjQIb731Fp5++mmnj/Gl1xqQvtzeddddDj0frfnCa92e7rwnu+N9XHchaf78+bj//vtdlhk4cGCnjmU2m9sM4qqoqEBTU1ObBNryMY2NjaioqHBoTSorK8PYsWM79bzu0p3fxcaNGxEbG4vMzMwuP19iYiIGDBiAb775psuPdaee/A3Is7W+/fZbpyFJnjFTWlqKxMREZX9ZWVm7fxPe0tXzPn/+PH74wx8iPT0dr7/+epefTyuvtzNxcXEIDAxs863Q1etkNpudlg8KCnIZmLVowYIF+PDDD/H555+jX79+XX78mDFjsGnTJg/UzDsiIiIwbNiwdv82fem1BoBTp05h+/bteP/997v8WL2/1t19T27vb6Cr7+O6C0lxcXGIi4tzy7HS09PxwgsvoKSkRPnlb9u2DUajEWlpaU4fk5aWhuDgYOTn52PmzJkAgJKSEhQVFWH16tVuqVdndfV3IYTAxo0b8bOf/QzBwcFdfr7y8nKcOXPG4Q9VDT35Gzh06BAAtHsOycnJMJvNyM/Px4gRIwBIYwF27tyJVatWda/CbtKV8z537hx++MMfIi0tDRs3bkRAQNd71rXyejsTEhKCtLQ05Ofn4yc/+YmyPz8/H3fffbfTx6Snp+Ojjz5y2Ldt2zaMGjWqW/8f1CCEwIIFC7BlyxZ89tlnSE5O7tZxDh06pMnXtbMaGhpw7Ngx3H777U7v94XXuqWNGzciPj4e06dP7/Jj9f5ad/c9OT09Hfn5+Q69Cdu2bet6Y0aXhnnrzKlTp8ShQ4fE8uXLRa9evcShQ4fEoUOHRHV1tRBCiObmZpGamiomTpwoDh48KLZv3y769esn5s+frxzj7NmzYsiQIWLfvn3Kvscee0z069dPbN++XRw8eFDceeedYvjw4aK5udnr59gV27dvFwDE0aNHnd4/ZMgQ8f777wshhKiurhaLFi0Su3fvFsXFxWLHjh0iPT1d9O3bV1RVVXmz2t22e/dusWbNGnHo0CHx3Xffiffee09YLBaRmZnpUK7leQshxIsvvihMJpN4//33xeHDh8UDDzwgEhMTdXPe586dEz/4wQ/EnXfeKc6ePStKSkqUn5b0/nrn5uaK4OBg8cYbb4ijR4+K7OxsERERIb7//nshhBBLliwRWVlZSvnvvvtOhIeHi6eeekocPXpUvPHGGyI4OFj87//+r1qn0GWPP/64MJlM4rPPPnN4Xa9cuaKUaX3ea9euFVu2bBFff/21KCoqEkuWLBEAxObNm9U4hW5ZtGiR+Oyzz8R3330n9u7dKzIyMkRkZKRPv9Yym80m+vfvL5599tk29/nKa11dXa18PgNQ3rdPnTolhOjce3JWVpbDzNZ///vfIjAwULz44ovi2LFj4sUXXxRBQUFi7969XaqbT4ek2bNnCwBtfnbs2KGUOXXqlJg+fboICwsTMTExYv78+aK+vl65v7i4uM1j6urqxPz580VMTIwICwsTGRkZ4vTp0148s+554IEHxNixY9u9H4DYuHGjEEKIK1euiClTpog+ffqI4OBg0b9/fzF79mxdnKesoKBAjB49WphMJhEaGiqGDBkili5dKmprax3KtTxvIaQpp0uXLhVms1kYjUZxxx13iMOHD3u59t23ceNGp3/3rb8T+cLr/cc//lEMGDBAhISEiJEjRzpMhZ89e7YYP368Q/nPPvtMjBgxQoSEhIiBAweKdevWebnGPdPe69ry77f1ea9atUoMGjRIhIaGiujoaDFu3Djx8ccfe7/yPXDfffeJxMREERwcLCwWi7jnnnvEkSNHlPt98bWWffLJJwKAOHHiRJv7fOW1lpcuaP0ze/ZsIUTn3pPHjx+vlJf99a9/FUOGDBHBwcHihhtu6FZYNAhxdTQbERERESn8egkAIiIiovYwJBERERE5wZBERERE5ARDEhEREZETDElERERETjAkERERETnBkERERETkBEMSERERkRMMSUREREROMCQREREROcGQREREROQEQxIRERGRE/8fwocZV4/41ggAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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93/+hsLAQr7zyCvr27au0WbFiBVauXInVq1dj9+7dsFqtmDJlCqqqqpQ28+fPx8aNG5GTk4OtW7eiuroa06dPh8PhUNrMnj0b+fn5yM3NRW5uLvLz85Gdnd37PSYibXM0A9VnpOvRKg2ByafDqC6V+kNEgUd44NlnnxXjx4/v9H6n0ymsVqtYvny5clt9fb2wWCxi7dq1QgghKisrRWhoqMjJyVHaFBcXC6PRKHJzc4UQQhQWFgoAYseOHUqb7du3CwDi0KFD3eqrzWYTAITNZvNkF4lIbbZiIRbFCLE4VghHszp9cDRLz78oRojKU+r0gShI+ev726MK0CeffIIxY8bg9ttvR2JiIkaPHo0333xTub+oqAilpaWYOnWqcpvZbMaECROwbds2AMCePXvQ1NTk0iYlJQXp6elKm+3bt8NisWDs2LFKm3HjxsFisSht2mpoaIDdbnf5ISIdkoe/+iQBRpM6fTCaLsw/4mrQRAHJowB09OhRrFmzBsOHD8fnn3+Ohx9+GI8//jj+8Ic/AABKS0sBAElJSS6PS0pKUu4rLS1FWFgYYmNj3bZJTExs9/yJiYlKm7aWLVumzBeyWCwYOHCgJ7tGRFqh9iKIMq4FRBTQPApATqcTV155JZYuXYrRo0fjoYcewpw5c7BmzRqXdgaDweXfQoh2t7XVtk1H7d1t57nnnoPNZlN+Tp482d3dIiItqVJ5DSAZJ0ITBTSPAlBycjJGjBjhctull16KEydOAACsVisAtKvSlJWVKVUhq9WKxsZGVFRUuG1z5syZds9/9uzZdtUlmdlsRkxMjMsPEemQfOi5WmsAyeSJ0KwAEQUkjwLQNddcg8OHD7vc9sMPP2Dw4MEAgNTUVFitVmzevFm5v7GxEXl5ecjKygIAZGRkIDQ01KVNSUkJCgoKlDaZmZmw2WzYtWuX0mbnzp2w2WxKGyIKUFqpAMnPz7WAiAJSiCeNn3zySWRlZWHp0qWYNWsWdu3ahXXr1mHdunUApGGr+fPnY+nSpRg+fDiGDx+OpUuXIjIyErNnzwYAWCwW3H///ViwYAHi4+MRFxeHp59+GiNHjsTkyZMBSFWladOmYc6cOXjjjTcAAA8++CCmT5+OtLQ0b+4/EWmNZipA8mrQHAIjCkQeBaCrrroKGzduxHPPPYcXXngBqampePXVV3H33XcrbZ555hnU1dXh0UcfRUVFBcaOHYtNmzYhOjpaabNq1SqEhIRg1qxZqKurw6RJk/DOO+/AZLpwxMd7772Hxx9/XDlabObMmVi9enVv95eItE4rFSBOgiYKaAYhhFC7E75gt9thsVhgs9k4H4hIT5YOABqrgLnfAgnD1etHxTHgf0YBJjPw/BmgiwM5iMg7/PX9zXOBEZF2NFRJ4QdQvwIkP7+jAag9r25fiMjrGICISDvkQ87NMYC5j7p9CTEDkQnSdQ6DEQUcBiAi0o4q+SzwVnX7IeNEaKKAxQBERNph18gEaBknQhMFLAYgItKOKo0cAi9TAhDXAiIKNB4dBk9E5FNaqwBFywGIQ2DUew6nwK6i8yirqkdidDiuTo2DycijC9XCAERE2iHPtdFMBUg+IzwrQNQ7uQUlWPJpIUps9cptyZZwLJoxAtPSNRL4gwyHwIhIO+ShJs1UgHhCVOq93IISPLJhr0v4AYBSWz0e2bAXuQX8/VIDAxARaYdSAdJIAFKOAmMFiHrG4RRY8mkhOlpxWL5tyaeFcDgDck1iTWMAIiJtcDQD1Wek69EaGQKTK0D1NqCxVt2+kC7tKjrfrvLTmgBQYqvHriIutulvDEBEpA01ZYBwAgYT0CdR7d5Iwi1AaKR0nWsBUQ+UVXUefnrSjryHAYiItEEOGH2SAKPJfVt/MRhazQPiMBh5LjE63KvtyHsYgIhIG+wam/8j42rQ1AtXp8Yh2RKOzg52N0A6Guzq1Dh/dovAAEREWlGlsTWAZKwAUS+YjAYsmjECANqFIPnfi2aM4HpAKmAAIiJtsGtsFWiZshYQK0DUM9PSk7HmnithtbgOc1kt4Vhzz5VcB0glXAiRiLRBqxWgmP7SJStA1AvT0pMxZYSVK0FrCAMQEWmDVitA0awAkXeYjAZkDotXuxvUgkNgRKQNmq0A8YSoRIGIAYiItMGusfOAyZQKUCngdKjbFyLyGgYgIlJfQxXQWCVdj7aq25e2+iQBBiMgHEDNWbV7Q0RewgBEROqTqz9h0YA5Wt2+tGUKAaJaVqbmMBhRwGAAIiL1yScb1doiiDIeCk8UcBiAiEh9do1OgJZFcyI0UaBhACIi9VVp9BB4GStARAGHAYiI1Kf5CpB8OgwGIKJAwQBEROqr0ugh8DLlhKgcAiMKFAxARKQ+eW4NK0BE5CcMQESkPqUCpNEApFSAGICIAgUDEBGpy9EMVJ+RrkdrdAhMrgA12IGGanX7QkRewQBEROqqKQOEEzCYgD6JavemY+ExQFgf6TqrQEQBgQGIiNQlB4o+SYDRpG5f3FHmAXEiNFEgYAAiInXZNT7/R8a1gIgCCgMQEamrSuNrAMli+kuXrAARBQQGICJSl13jq0DLolkBIgokDEBEpC7dVIB4PjCiQMIARETqYgWIiFTAAERE6lIqQFZ1+9GVGK4GTRRIGICISF3KiVC1XgFq6V91qbR4IxHpGgMQEamnoQporJKua/0w+D6J0mKNwikt3khEusYARETqkas/YdGAOVrdvnTFaJIWawQ4DEYUABiAiEg9VfIEaI1Xf2TKYog8EoxI7xiAiEg9dp0cAi+L5kRookDBAERE6qnSySHwMrmfrAAR6R4DEBGphxUgIlIJAxARqUdeA4gVICLyMwYgIlKPvAo0K0BE5GcMQESkHqUCpJMApFSAGICI9I4BiIjU4WgGqs9I17W+CrRMrgA1VgP1dnX7QkS9wgBEROqoKZNWVTaYpFWW9cDcBzDHSNdZBSLSNQYgIlKHHCD6JEmrLOuFPAxm50RoIj1jACIiddh1Nv9HJg+DsQJEpGsMQESkjiqdrQEkYwWIKCAwABGROuw6WwVaxgoQUUBgACIidSgVIKu6/fBUDNcCIgoEDEBEpA5lEUS9VYC4GjRRIGAAIiJ16HUIjBUgooDAAERE6tDbecBkcgWo+gzgaFK3L0TUYwxAROR/9XZpNWVAf0eBRfUDjCEAxIWVrIlIdxiAiMj/5OqP2SKtrqwnRiPQp2XiNofBiHSLAYiI/M9eLF3qbRFEmdxvToQm0i0GICLyP7tO5//IojkRmkjvGICIyP+qdHoIvCyGh8IT6R0DEBH5n3IIvE6HwFgBItI9BiAi8j+9D4EpFSAGICK9YgAiIv/T+xCYUgHiEBiRXjEAEZH/6X0IrHUFSAh1+0JEPcIARET+1dwI1JyVrsf0V7cvPSVXgJpqgXqbun0hoh5hACIi/6oulS5NYUBkvLp96amwSCC8r3Sd84CIdIkBiIj8SzkLvBUwGNTtS2/Iw2CcB0SkSwxARORfyvwfnQ5/yeRhMFaAiHSpVwFo2bJlMBgMmD9/vnKbEAKLFy9GSkoKIiIiMHHiRBw4cMDlcQ0NDZg3bx4SEhIQFRWFmTNn4tSpUy5tKioqkJ2dDYvFAovFguzsbFRWVvamu0SkBXJg0NtJUNuK4VpARHrW4wC0e/durFu3DpdffrnL7StWrMDKlSuxevVq7N69G1arFVOmTEFVVZXSZv78+di4cSNycnKwdetWVFdXY/r06XA4HEqb2bNnIz8/H7m5ucjNzUV+fj6ys7N72l0i0gqlAqTTQ+Bl0VwNmkjPehSAqqurcffdd+PNN99EbGyscrsQAq+++ip+/etf47bbbkN6ejreffdd1NbW4v333wcA2Gw2vP3223jllVcwefJkjB49Ghs2bMD+/fvxxRdfAAAOHjyI3NxcvPXWW8jMzERmZibefPNN/P3vf8fhw4e9sNtEpJpACUCsABHpWo8C0GOPPYabb74ZkydPdrm9qKgIpaWlmDp1qnKb2WzGhAkTsG3bNgDAnj170NTU5NImJSUF6enpSpvt27fDYrFg7NixSptx48bBYrEobdpqaGiA3W53+SEiDQqUITBWgIh0LcTTB+Tk5GDv3r3YvXt3u/tKS6XDW5OSklxuT0pKwvHjx5U2YWFhLpUjuY38+NLSUiQmJrbbfmJiotKmrWXLlmHJkiWe7g4R+RsrQESkAR5VgE6ePIknnngCGzZsQHh4eKftDG0ObRVCtLutrbZtOmrvbjvPPfccbDab8nPy5Em3z0dEKhDiQgVI7wFIrgDVnAUcTer2hYg85lEA2rNnD8rKypCRkYGQkBCEhIQgLy8P//u//4uQkBCl8tO2SlNWVqbcZ7Va0djYiIqKCrdtzpw50+75z5492666JDObzYiJiXH5ISKNqS0HHI3S9T5WdfvSW5HxgDEUgACqOq5ME5F2eRSAJk2ahP379yM/P1/5GTNmDO6++27k5+dj6NChsFqt2Lx5s/KYxsZG5OXlISsrCwCQkZGB0NBQlzYlJSUoKChQ2mRmZsJms2HXrl1Km507d8JmsyltiEiH5OGvqH5ASJi6fekto5EnRSXSMY/mAEVHRyM9Pd3ltqioKMTHxyu3z58/H0uXLsXw4cMxfPhwLF26FJGRkZg9ezYAwGKx4P7778eCBQsQHx+PuLg4PP300xg5cqQyqfrSSy/FtGnTMGfOHLzxxhsAgAcffBDTp09HWlpar3eaiFQSKPN/ZDHJgO0EJ0IT6ZDHk6C78swzz6Curg6PPvooKioqMHbsWGzatAnR0dFKm1WrViEkJASzZs1CXV0dJk2ahHfeeQcmk0lp89577+Hxxx9XjhabOXMmVq9e7e3uEpE/yUEhOkACUDQnQhPplUEIIdTuhC/Y7XZYLBbYbDbOByLSii9fBL5eAYy5D5i+Su3e9F7uc8CO14GsecDU/1a7N0QBwV/f3zwXGBH5T6ANgbECRKRbDEBE5D+BNgQmBzmeEJVIdxiAiMh/5EpJjM5XgZbJAYhHgRHpDgMQEfmPMgTWX91+eIs8BFZVIi3ySES6wQBERP7RWAM02KTrej8PmEzej+Z6oK7CfVsi0hQGICLyD3n4K6wPEB4gR2aGhgMRcdJ1zgMi0hUGICLyD/sp6TJQhr9kyjwgBiAiPWEAIiL/sBVLl5YAC0DKPCBOhCbSEwYgIvIPW6BWgLgWEJEeMQARkX/IQ2CWger2w9vkNY1YASLSFQYgIvKPQB0CYwWISJcYgIjIPwJ1CIwVICJdYgAiIt8TArDLFaAAGwJjBYhIlxiAiMj36m1AY7V0PVBOhCqTK0C154DmBnX7QkTdFqJ2B4goCMjDXxFxQFikun3xtsg4wGQGHA1AVSkQO1jtHpGOOZwCu4rOo6yqHonR4bg6NQ4mo0HtbgUkBiAi8j1l+GuAuv3wBYMBiLYClcel1aAZgKiHcgtKsOTTQpTY6pXbki3hWDRjBKalB8jpYzSEQ2BE5HtyBSgQAxDQajXoYnX7QbqVW1CCRzbsdQk/AFBqq8cjG/Yit4BzzLyNAYiIfMbhFNh+pBw//HgQAOAMtCPAZNGcCE0953AKLPm0EKKD++TblnxaCIezoxbUUwxAROQTuQUlGP/Sl7jrzR0oOCgFoNf31gfmX7JyZYsVIOqBXUXn21V+WhMASmz12FV03n+dCgIMQETkdW3L+SmGcgDAD3WWwCzny4f2V55Qtx+kS2VVnYefnrSj7mEAIiKv6qicn4JzAIBiEQ8gAMv5fVsCkDzXicgDidHhXm1H3cMARERe1bacb4ATVoNUui8R8YFZzpeHwGwn1e0H6dLVqXFItoSjs4PdDZCOBrs6Nc6f3Qp4DEBE5FVty/QJsCPM4IBDGHAGsZ220zV5CKy2HGisUbcvpDsmowGLZowAgHYhSP73ohkjuB6QlzEAEZFXtS3Tpxik4a8ziIUDpk7b6VpEX8AcI123cSI0eW5aejLW3HMlrBbX/xdWSzjW3HMl1wHyAS6ESEReJZfzS231EACSWw1/AdJftNZALOdbBgBlhYDtBNDvYrV7Qyro7SrO09KTMWWElStB+wkDEBF5lVzOf2TDXhhw4QiwEhEf2OV8y8CWAMSJ0MHIW6s4m4wGZA6L90UXqQ0OgRGR17Uu58tDYMUiPrDL+fJE6EpOhA42XMVZnxiAiMgnpqUnY+uzN+DnQ6V/Tx2Xga3P3hCY4QdodSg8A1Aw4SrO+sUAREQ+YzIaEO84CwBIHXZx4A17tWbhWkDBiKs46xcDEBH5lhwIAvU8YDJlNWhWgIIJV3HWLwYgIvKd5gagulS63newun3xNXkIzF4MOB3q9oX8hqs46xcDEBH5jlz9CY0CIgPssPe2+iQBxhBAOIAqTnoNFlzFWb8YgIjIdyqPS5d9BwGGAJ7/AwBG04VhPg6DBQ2u4qxfDEBE5Dvy2dH7DlK3H/4i7ycnQgcVruKsT1wIkYh8J8gCkDOmP4wACg8VwBZ1A1fxDSJcxVl/GICIyHeCKADlFpTg9AEH7gOw9/v9eH7vjh6tBEz6xVWc9YVDYETkO0ESgOSVgA/X9wUA9G9Z/ZorARNpFwMQEflOEASg1isBF4sEABcCEFcCJtIuBiAi8o3mhguHgwfwGkCtVwKWA5B0Algp8HAlYCJtYgAiIt8IkjWAWq/we1pI8z/6GOphQU2n7YhIfQxAROQbQbIGUOsVfhsQhrMiBgAwoGUYrKN2RKQ+BiAi8o0gmP8DtF8J+JRIBAAMMJQB4ErARFrFAEREvhEkAajtSsAnWgLQIEMZVwIm0jAGICLyjSAJQIDrSsAnRT8AwEDDWa4ETKRhXAiRiHwjiAIQcGEl4GObDgM7/oYZgxpx9wM3sPJDpFGsABGRbwRZAAKk4bBhaekAgNiGYoYfIg1jACIi7wuSNYA6FDtEuqw8ATgdqnaFiDrHAERE3hckawB1KKY/YAwBHI0XQiARaQ4DEBF5X5CsAdQhowmwDJSuVxxXty9E1CkGICLyvopj0mXfgap2QzXyMJj8OhCR5jAAEZH3nS+SLmNT1e2HWhiAiDSPAYiIvK+iJQDFDVW3H2qJbZn4zQBEpFkMQETkfeePSZdxrAARkTYxABGRdwkBnD8qXQ/2IbBKToIm0ioGICLyrpqzQFMNAMOFoaBgIweg6jNAY62qXSGijjEAEZF3yROgLQOAELO6fVFLRCxgtkjXWQUi0iQGICLyLnkCtFwFCVacCE2kaQxARORd8vyfYJ0ALeNEaCJNYwAiIu86H+SHwMuUChCHwIi0iAGIiLyrIsgXQZTJFSC5IkZEmsIARETexSEwSdww6fL8EXX7QUQdYgAiIu+ptwO15dL1YK8AxV8kXVYcAxzNqnaFiNpjACIi75GHvyITgPAYdfuitpj+QEg44GzmofBEGsQARETeo0yADvLqDwAYjRcmgnMeEJHmMAARkfco83+C/AgwWXzLPKDyn9TtBxG1wwBERN7DI8BcyfOAGICINIcBiIi851zLF738xR/s5CPBynkkGJHWMAARkfeU/yhdJjAAAWhVAWIAItIaBiAi8o66CulM8AArQDJ5DpDtJNBUr25fiMgFAxAReYc8/BWdDJij1e2LVkT1A8wxAMSF+VFEpAkeBaBly5bhqquuQnR0NBITE3Hrrbfi8OHDLm2EEFi8eDFSUlIQERGBiRMn4sCBAy5tGhoaMG/ePCQkJCAqKgozZ87EqVOnXNpUVFQgOzsbFosFFosF2dnZqKys7NleEpHvycNfrP5cYDC0OhKMw2BEWuJRAMrLy8Njjz2GHTt2YPPmzWhubsbUqVNRU1OjtFmxYgVWrlyJ1atXY/fu3bBarZgyZQqqqqqUNvPnz8fGjRuRk5ODrVu3orq6GtOnT4fD4VDazJ49G/n5+cjNzUVubi7y8/ORnZ3thV0mIp84J8//Ga5uP7QmjofCE2mS6IWysjIBQOTl5QkhhHA6ncJqtYrly5crberr64XFYhFr164VQghRWVkpQkNDRU5OjtKmuLhYGI1GkZubK4QQorCwUAAQO3bsUNps375dABCHDh3qVt9sNpsAIGw2W292kYi6K+duIRbFCLH9dbV7oi1fLpVel48fU7snRLrgr+/vXs0BstlsAIC4uDgAQFFREUpLSzF16lSljdlsxoQJE7Bt2zYAwJ49e9DU1OTSJiUlBenp6Uqb7du3w2KxYOzYsUqbcePGwWKxKG3aamhogN1ud/khIj9SDoFnBciFPCTI1aCJNKXHAUgIgaeeegrjx49Heno6AKC0tBQAkJSU5NI2KSlJua+0tBRhYWGIjY112yYxMbHdcyYmJipt2lq2bJkyX8hisWDgwIE93TUi8pTTceELnofAu4pvWRVbHiIkIk3ocQCaO3cuvv/+e/zpT39qd5/BYHD5txCi3W1ttW3TUXt323nuuedgs9mUn5MnT3ZnN4jIGypPAI4GwGQGLPzjw0XCxdJlTRlQe17dvhCRokcBaN68efjkk0+wZcsWDBgwQLndarUCQLsqTVlZmVIVslqtaGxsREVFhds2Z86cafe8Z8+ebVddkpnNZsTExLj8EJGfyBN844cBRpO6fdEaczQQ0/I5ee4HdftCRAqPApAQAnPnzsVHH32EL7/8Eqmpruf7SU1NhdVqxebNm5XbGhsbkZeXh6ysLABARkYGQkNDXdqUlJSgoKBAaZOZmQmbzYZdu3YpbXbu3Ambzaa0ISINOcdD4N3qlyZdnj2kbj+ISBHiSePHHnsM77//Pv72t78hOjpaqfRYLBZERETAYDBg/vz5WLp0KYYPH47hw4dj6dKliIyMxOzZs5W2999/PxYsWID4+HjExcXh6aefxsiRIzF58mQAwKWXXopp06Zhzpw5eOONNwAADz74IKZPn460tDRv7j8ReYNc2eAh8B1LvBQ48k/g7OGu2xKRX3gUgNasWQMAmDhxosvt69evxy9+8QsAwDPPPIO6ujo8+uijqKiowNixY7Fp0yZER19YGXbVqlUICQnBrFmzUFdXh0mTJuGdd96ByXShdP7ee+/h8ccfV44WmzlzJlavXt2TfSQiX5MrG/0uVbcfWsUKEJHmGIQQQu1O+ILdbofFYoHNZuN8ICJfEgJ4aTBQbwMe/gawpqvdI+05uQt4ewoQ0x94qlDt3hBpmr++v3kuMCLqnapSKfwYTBwC64x8JJi9GKjnGmVEWsAARES9U9ZS0YgfBoSY1e2LVkX0lU4SC/BIMCKNYAAiot4pOyhd9rtE3X5oHecBEWkKAxAR9c7ZlgCUOELdfmidHBDlwEhEqmIAIqLekb/QE3kEmFtKBYiHwhNpAQMQEfWc0wmUtQzpMAC5J1eAOARGpAkMQETUc7aTQFMNYAoD4oaq3Rttk4cIbSeBukpVu0JEDEBE1Bvy8Ff8cMAUqm5ftC6iL2AZJF0/U6BqV4iIAYiIeuMs5/94RF4kspQBiEhtDEBE1HPyFzkDUPdYR0qXZ/ar2w8iYgAiol4obfkit16ubj/0IkmuADEAEamNAYiIeqaxFij/UbqezADULXIFqOwQ4GhSty9EQY4BiIh65swBQDiBqEQg2qp2b/Sh72AgLBpwNADnflS7N0RBjQGIiHqm9DvpktWf7jMagaTLpOs8EoxIVQxARNQzJd9Ll5z/4xl5GIzzgIhUFaJ2B4hIp0qlAHTYOBSH8ouRGB2Oq1PjYDIaVO6Yxlk5EZpICxiAiMhzjiY4Sg/ABODBzY04LvIBAMmWcCyaMQLT0pNV7Z6mKRWg7wEhAAMDI5EaOARGRB7buuMbmJyNqBIROCESldtLbfV4ZMNe5BaUqNg7jUtKB4yhQG05UHlc7d4QBS0GICLyiMMpsGXLZgBAoRgM0epjRLRcLvm0EA6n6ODR5DCGoTpWWjjyh715fJ2IVMIAREQe2VV0Hqn10ikw8p3D2t0vAJTY6rGr6Lyfe6Z9uQUlGP/Sl/jwTBIAIG9LLsa/9CUrZkQqYAAiIo+UVdVjlPEIACDfeZHbdnRBbkEJHtmwFyW2enzfEhxHGY9w2JBIJQxAROQRawRwieEkAPcBKDE63F9d0jyHU2DJp4XKEGG+kALQSEMRjHAA4LAhkb8xABGRR8aYTyDU4MAZ0RcliGt3vwHS0WBXp7a/L1jtKjqPEtuFithRkYwqEYEIQyMuNpzisCGRChiAiMgjptN7AEjVHwNcD+GW/7VoxgiuB9RK2+FAASO+dw4FAGU4saN2ROQ7DEBE5JnibwEAQ0ZdB6vFdZjLagnHmnuu5DpAbXQ0HPhdyzDYKMMRt+2IyDe4ECIReeaUVAFKy7geW2+7FruKzqOsqp4rQbtxdWocki3hKLXVK/OAvmuZCH2F8ScYIIVHDhsS+Q8DEBF1X1UpYDsBGIxAymiYjAZkDotXu1eaZzIasGjGCDyyYS8MkJYK2OscDgBIM5xCNGqwaMaVDI9EfsQhMCLqvuPfSJfWkYA5Wt2+6My09GSsuedKZdjwLPriqNMKo0Fg/SQHhw2J/IwVICLqvuPbpMvB16jbD52alp6MKSOsyrBhn/3XAkf+ggwcUrtrREGHAYiIuk8JQFnq9kPHXIcNbwCO/OXC60pEfsMARETdU1MOlBVK1wdlqtuXQCEHydP7gMZaICxS3f5QpxxOwQn/AYYBiIi658R26bLfJUBUgrp9CRR9BwPRKUDVaWl5gdTr1O4RdSC3oARLPi10Wcwy2RKORTNGcO6WjnESNBF1D4e/vM9guPB6chhMk1qfw601Nc/h5nAKbD9Sjr/lF2P7kXKeQqWHWAEiou459i/pkhOgvWvIeKDgr8DRPGDiQrV7Q620PYdbawLSyudLPi3ElBFWvw2HsRrlPawAEVHXqsuA0u+l66kT1O1LoBl2vXR5ahdQb1e3L+Si7Tnc2vL3Ody0WI3SMwYgIurakS3SpfVyoE8/dfsSaGKHAHHDAGczcGyr2r2hVrp7bjZ/nMOtq2oUIFWjOBzWfQxARNS1I/+ULi+apG4/AtWwG6RL+XUmTejuudn8cQ43rVWjAgEDEBG553QCR76Urg9jAPIJJQB9qW4/yIV8DrfOZvcYIM2/8cc53LRUjQoUDEBE5N6Z/UDNWSCsDzBwrNq9CUyp1wLGEOD8UeB8kdq9oRbyOdwAtAtB8r8XzRjhlwnQWqpGBQoGICLqkHyobeG/PgIAiCHjgZAwlXsVoMzRSrh0/rCJhzhrSNtzuMmslnCsuedKvx15paVqVKDgYfBE1E7rQ20/DvsUMAIrjg7GqIISHmrrK2k3Ace/wd7P/4i76gYoN/MQ5675epXmtudwU2MlaLka9ciGvTAALpOh/V2NChQGIURA/nlht9thsVhgs9kQExOjdneIdEM+1FYASEY5tofPg1MYMLbh9ziHvn79qzeY5O3YhQm5U9AsjBjTsAaViAZw4cstWF/3rsJNsK2LEwz766/vb1aAiEjR9lDbqaZvAQDfiotxFn1VWfgtGDicAgu3VOH/OQfhUuMJTDLuw4dO6bQYai24pwVdfdm3DuutyeviBGJo1EI1KlBwDhARKdoeajvNuBsA8LljDAAeausr8uv+uVN6nW807Xa5Pxhf964W/fvs+9PdXhenO6eO0NPpJUxGAzKHxeOWK/ojc1g8w08PsQJERIrWh9DGwo6rjQcBAJ87r+q0HfWe/HpucozB/JCPcJ3xe0SiHrUI77BdoOvOKSie/1sBztc0dboNOTSu/vIn5Ow+4XbIKBiGlag9VoCISNH6ENqbTTthMggUOIfglEjstB31nvx6ForBOOq0ItzQhBuNuzttF+i6s+ifu/DT2qovfnB76gieXiJ4MQARkaL1oba3maSTn250jFfu56G2vnHhdTcor7f8+gOB/bp3NPTk60qXXFla/MkBLP6Ep5cIVgxARKSQD7VNNZTgSuNPaBZGfOLIAsBDbX2p9YJ7HzulAHSN8QCsKA/o1z23oATjX/oSd725A0/k5OOuN3dg/Etf4ti5mm49Pi4qrNN1cboiAJTaG1Bq5+klghUDEBG5mJaejHWjfgIAfO28HGfRF4D/F34LNvKCe80xg7DTeQmMBoFbTd8E7Ovubuhp1Rc/om9kaJeL/v33LenKv9ve703BMvcq2HASNBG5cjThouKPAQADJt6H/4m/gofa+ol8iPOxTfcCO57DE/E78csnXofJZHJp5+uF/3ytO5OcZe4W/ZuWnow1xivbTWC2WsJx51UDseqLH73S32CZexVsGICIyNWhvwNVJUBUP1w84U5cHGJWu0dBxWQ0YNj12cC+ZYiwFwFFW4CLJiv3B8IRS92Z5FxZ24QnJ1/c7ggua5t97WxdHADI2X0Spbb6DoOWAUBSjBmAAWfsnbexBujcK2IAIgpanVYRdr0lNcj4BcDwow5zNDD6HmDH68DON5QA1N2F/7ReIerukNKQhEhsffaGLvdFXhenra5OHbF45mUAwNNLBCkGIKIg1FkV4eVrjbjm+FbAYAIy/lPFHhKuegDYsQb4cRNQfgSO2KFdDhst+bQQTifw239oo0LUWRDz5MzmnYWb7pDnVXU0RNb69ehOGwo8DEBEQcZdFeH85/8LmACMmAlY+qvRPZLFDwMuvhH4IRfY9hp2jfhNl8NGJbZ6PPr+3nb3qXFqCHdDdVNGWJFsCXc7POWtoafunDqCp5cITjwZKlEQcTgFxr/0ZYdfpEMNp/FF2C9hNAg4HtoKU/JIFXpILo5vA9bfBBhDsWnyZ3jwk7M93pQcKrY+ewNMRoNPh8k6C9mtT+wKSENPQMdDT4F45Bt1D0+GSkRe527y6dyQj2E0CGx2ZKBPbQoy/dw36sDgLCB1AlCUh1FH3wYws8ebar2mja2uscuJ1N0JSB21AdCtobqtz97AoSdSFQMQUQDq7Murs8mnlxmKcJtpKwDgf5t/jge47ol2XP8roCgPiUf/iqtirsW39tgOw0V3bS4sxfpvjrmdSA2gy4DU2RDXnVcN7NZQ3a6i8xx6IlUxABEFGHdzLzqefCrwfMh7AICPHVnYL4Zy3RMtGTQOuGgKDD9txu/j/oyx9gdhgKHdsFF3Q9HH+afdVmcWfrQfttqmLgNSZ/PIurv2jhzGezPJmag3uBI0UQDp6sSOFTUNyrm+ZDON25FpKkSDCMXLTXcE7DmndG3aMsAYisTSPHx4QyWsFteAarWE4/XZo9u9t60ZAMRFheJ8TWOnTyOvv+Pu3FjdOX9WdzBkk9pYASLSGF/OvfjtPw7iNzePwGPvS+uexMKORaHvAgB+33wLitEPa7juifYkDAey5gFbV+LKA8ux9Ymt2FXiaPc7YjQa3K5p8/Mr+uPtb471uBvy+bN6g4sL+p7W14HSCgYgIj9z9+HUnVV+ezv3IjYqTJp8+skB/Ffd24g3VOGgcyA2Rt2ONTNHcfKpVl33NFDwIVB5HKbPFiDz394CDK5fal2te2OJCOtVAPIUFxf0v0BYKdxfeBg8kRd19ZeXuw8noON5FR0dOtxRm+7+R/6fO6/ALVf0h3Pb72Hc9Cs4DSEouOmvuGzMRH4pad3J3cD/uxEQDuCW30urRXegs99DeRmEztbf8aaOTmPBL2Lf6s7yA3p47f31/c0ARNSiq/DSm3AzLT3Z7YeTANA3MhSVtU0d9q31eYtK7b07QutPc8YhU+QD788CnM3ATSuAsQ/1apvkR1+/DHz5W8AUBmR/DAy5xqOHy7+HQPvqjPx72NEkaLlNd8+ftfXZGwCAQzF+4m6NL8DzdaDUHEZjAOolBqDg4o/w0tNwAwC/nz0av/3HQbdDVL6mfADeY4HpDzOBphpg5O3AbW+2G0ohDXM6gb/8B3DwUyDcAvxnLpA0wqNNdKcSCXS+QGF32uih0hBIth8px11v7uiy3Z/mjOtyHSi1h9EYgHqJAcg/vPFXRG//0vB1eHnwulSs+7qox+HGACA2KhTnazqu7vhCZ3Mvcm50YOyOuUCDDRh2A3DXB0BImN/6RV7SVAe8OwM4tRuIiAXu+RDon+HRJnw1F41DXOr4W34xnsjJ77LdfdcM6XAdqO5+3rUOt776/K+prmIA6g0GoK6pXTXpzja66oevwwsAGA2As5P/JWqEm650Nvdi7agjGLXnecDRAAzKBO7+K2Duo2JPqVdqzwPv/TtQvAcI6yPNCbrsVq9t3h9/vJD3dLcCFBcV5nYphK4+7+RhtM2FpT77/H/6+oH498w0BqCeUisA+aMi4o1tqF016WpCb+s27k6o6G7MG9BfeOlMb+ZeJJsbMebQChi/e19qeMl04N/eAkIj/NR78pmGKiDnbqAoT/r3VXOAyYsAc7S6/SK/62qCuzc/756cfDFe/eIHn33+OxtqceLVWQxAPdWTAKSHioi3tqF21aSrCb0GAJZOJmPK/Zg/eXi3V53VgrioMFTUNHb64STvL+CluReOJmDfH4Ev/xuoLQcMRuC6XwITngWMJi/tFanO0SxNiv7mVenf0SnApN8AI2cBJq50EkzcTXAHpOEvbyyD0DciFJV1nQep3n7+OxtqcZIBqOc8DUB6qIh4YxuBMuRjAGDp4j+hP3UVbqyWcGUBQsB9wOn1sKGtGNj/Z2DnOqDqtNQgIQ2YvsrjI4ZIR458Cfz9KaCiSPp338HA1XOkIBSdpG7fyG/cfT5YIsK6NUymNgagXvIkAOmhIuKNbWglvGiNu/ACSK+7EB2vs+NJuOluBc/TIU5rBDAm9ChMJ7dLX4Intl9o2CcJGP8kcNUDgCnUo9eFdKipDtj5BrDtNaD2nHSbwQgMvgYYOlE6s7w1ncOfAa4360B19Xnnjz88GYBavP766/jd736HkpISXHbZZXj11Vdx7bXXdvm47gagrtZOAPRREQlWfSNCYavreM0SwDvhRQ7And3vSbgBujlx1NEkfZk11QFNtUBjNVBzFqg+K11WlQDlPwHnfgQqjkkL47U2KFNaJG/k7UCIuZNXhwJWYy3wfQ7wXQ5wcqfrfQYjEH8R0C8NsAwELAOAmBQgIg4Ij5EOrQ/vC4RGSmsNGXnKyEDS1TBZV593/ph6wAAE4IMPPkB2djZef/11XHPNNXjjjTfw1ltvobCwEIMGDXL7WCUAvXI1YiLajIO32uWaxmacOF8L4MIb3Jahk6/Xzm/vnKfb8tZ2vNknAwCj0QBnm1RoMHRvHwyQggkAODv59evufvQxh6C6obnT9lFhJtQ2Nne6nZiIUISHGFHf7ER1fROc4sJzGw0G9DGHwBxiREOzEzUNTXC06q/JYECUOQRm04VeCQDNDgGnEDAagBCTof1r7+6/nLNZCjzO9n12KzpZCj2Ds4C0nwGW/p49ngLX+aPAT/8Ejn4lVQdryz17vDFECkKmUMBklq4bjC3/iQwta0i1uTQYO7+PVGevb8IZez2aHRc+i0JMBiTFhCMmPNTt/dHhIfiprNrlPk+FtHxmdraN6gYHrl5xMLgD0NixY3HllVdizZo1ym2XXnopbr31VixbtsztY5UAtDAaMWb+pyO9Mkh/iYdFAVH9gD79pMuoRCB+KJBwMRA/HIi28suFuiYEUH0GKC0Azh8BbKekn6oSoK4SqLdJP001aveUgpi9QcCyvMrnAUizhwg0NjZiz549WLhwocvtU6dOxbZt29q1b2hoQEPDhbMU2+126cod7wPRUe2foOXL4sBpO1787KBys3BbK2lPbh8dHoKq+gt/tQvhuh1Dy8p0Au2HY+RhNAFjh3NR5H+3Hc5p3VcDpLksAFBe0/ky9nF9zPjPrCF4edPhDvcDAG4dnYKP953u8DkA4Jlpacgc1g/bj57DW/8qwrnqC697fB8zHrh2KLKGxWPbkXK89a+jOFfdqGwnoU8Y5lybiqxhCQCAbUfOYd2/jrlsI6GPGQ9elwrAgKWfHXJ5DVr35Fc/uwTXXCRtx+EUKDhdhfM1DYiLMiO9fwxMciAwSGPfBcV2nK9tQFxky/1GA9rXlKA8ppM7fNveGCLNzwiNuDAEwWBD3mIwSGE52gpgcuft5CFYRxPgaJTWjpKvNze0VDGF+0vh7OA+ChS7j53HH3ccR3mrNYXio8KQPW4wrhoS1+X97rbx8ysTANzr833QbAXo9OnT6N+/P7755htkZWUpty9duhTvvvsuDh92/QJfvHgxlixZ0m473Z0D1JtJYd6aRwK4P8TZG9vo7nwVb81n6e2aRVxtlohIm7gStI/IAWjbtm3IzMxUbn/xxRfxxz/+EYcOHXJp31EFaODAgR4dBQb4dhKsVtYBkmn5ZHitaaUfRETke0F/LrDGxkZERkbiL3/5C37+858rtz/xxBPIz89HXl6e28f7ex0gmV5WgiYiItKioA9AgDQJOiMjA6+//rpy24gRI3DLLbd0fxK0H1eCJiIiot7xVwDS7CRoAHjqqaeQnZ2NMWPGIDMzE+vWrcOJEyfw8MMP++T5TEYDMofF9/h+IiIi0gdNB6A77rgD5eXleOGFF1BSUoL09HR89tlnGDx4sNpdIyIiIh3T9BBYb6h1NngiIiLqOX99f3ONcyIiIgo6DEBEREQUdBiAiIiIKOgwABEREVHQYQAiIiKioMMAREREREGHAYiIiIiCDgMQERERBR0GICIiIgo6mj4VRm/IC1zb7XaVe0JERETdJX9v+/pEFQEbgMrLywEAAwcOVLknRERE5Kny8nJYLBafbT9gA1BcXBwA4MSJEz59AbXGbrdj4MCBOHnyZFCdA437zf0OBtxv7ncwsNlsGDRokPI97isBG4CMRml6k8ViCapfHFlMTAz3O4hwv4ML9zu4BOt+y9/jPtu+T7dOREREpEEMQERERBR0AjYAmc1mLFq0CGazWe2u+BX3m/sdDLjf3O9gwP327X4bhK+PMyMiIiLSmICtABERERF1hgGIiIiIgg4DEBEREQUdBiAiIiIKOroNQC+++CKysrIQGRmJvn37dtjmxIkTmDFjBqKiopCQkIDHH38cjY2Nbrfb0NCAefPmISEhAVFRUZg5cyZOnTrlgz3wjq+++goGg6HDn927d3f6uF/84hft2o8bN86PPe+9IUOGtNuHhQsXun2MEAKLFy9GSkoKIiIiMHHiRBw4cMBPPe69Y8eO4f7770dqaioiIiIwbNgwLFq0qMvfaz2+36+//jpSU1MRHh6OjIwM/Otf/3LbPi8vDxkZGQgPD8fQoUOxdu1aP/XUO5YtW4arrroK0dHRSExMxK233orDhw+7fUxn//8PHTrkp1733uLFi9v132q1un2M3t9roOPPL4PBgMcee6zD9np9r7/++mvMmDEDKSkpMBgM+Pjjj13u7+ln8ocffogRI0bAbDZjxIgR2Lhxo8d9020AamxsxO23345HHnmkw/sdDgduvvlm1NTUYOvWrcjJycGHH36IBQsWuN3u/PnzsXHjRuTk5GDr1q2orq7G9OnT4XA4fLEbvZaVlYWSkhKXnwceeABDhgzBmDFj3D522rRpLo/77LPP/NRr73nhhRdc9uH55593237FihVYuXIlVq9ejd27d8NqtWLKlCmoqqryU49759ChQ3A6nXjjjTdw4MABrFq1CmvXrsWvfvWrLh+rp/f7gw8+wPz58/HrX/8a+/btw7XXXoubbroJJ06c6LB9UVERfvazn+Haa6/Fvn378Ktf/QqPP/44PvzwQz/3vOfy8vLw2GOPYceOHdi8eTOam5sxdepU1NTUdPnYw4cPu7y3w4cP90OPveeyyy5z6f/+/fs7bRsI7zUA7N6922WfN2/eDAC4/fbb3T5Ob+91TU0NRo0ahdWrV3d4f08+k7dv34477rgD2dnZ+O6775CdnY1Zs2Zh586dnnVO6Nz69euFxWJpd/tnn30mjEajKC4uVm7705/+JMxms7DZbB1uq7KyUoSGhoqcnBzltuLiYmE0GkVubq7X++4LjY2NIjExUbzwwgtu2917773illtu8U+nfGTw4MFi1apV3W7vdDqF1WoVy5cvV26rr68XFotFrF271gc99I8VK1aI1NRUt2309n5fffXV4uGHH3a57ZJLLhELFy7ssP0zzzwjLrnkEpfbHnroITFu3Dif9dHXysrKBACRl5fXaZstW7YIAKKiosJ/HfOyRYsWiVGjRnW7fSC+10II8cQTT4hhw4YJp9PZ4f2B8F4DEBs3blT+3dPP5FmzZolp06a53HbjjTeKO++806P+6LYC1JXt27cjPT0dKSkpym033ngjGhoasGfPng4fs2fPHjQ1NWHq1KnKbSkpKUhPT8e2bdt83mdv+OSTT3Du3Dn84he/6LLtV199hcTERFx88cWYM2cOysrKfN9BL3vppZcQHx+PK664Ai+++KLboaCioiKUlpa6vL9msxkTJkzQzfvbEZvN1q2TBurl/W5sbMSePXtc3icAmDp1aqfv0/bt29u1v/HGG/Htt9+iqanJZ331JZvNBgDdem9Hjx6N5ORkTJo0CVu2bPF117zuxx9/REpKClJTU3HnnXfi6NGjnbYNxPe6sbERGzZswH333QeDweC2rd7f69Z6+pnc2e+Ap5/jARuASktLkZSU5HJbbGwswsLCUFpa2uljwsLCEBsb63J7UlJSp4/Rmrfffhs33ngjBg4c6LbdTTfdhPfeew9ffvklXnnlFezevRs33HADGhoa/NTT3nviiSeQk5ODLVu2YO7cuXj11Vfx6KOPdtpefg/b/l7o6f1t68iRI3jttdfw8MMPu22np/f73LlzcDgcHr1PHf1/T0pKQnNzM86dO+ezvvqKEAJPPfUUxo8fj/T09E7bJScnY926dfjwww/x0UcfIS0tDZMmTcLXX3/tx972ztixY/GHP/wBn3/+Od58802UlpYiKysL5eXlHbYPtPcaAD7++GNUVla6/cM1EN7rtnr6mdzZ74Cnn+OaOhv84sWLsWTJErdtdu/e3eXcFllHSVoI0WXC9sZjeqsnr8WpU6fw+eef489//nOX27/jjjuU6+np6RgzZgwGDx6Mf/zjH7jtttt63vFe8mS/n3zySeW2yy+/HLGxsfj3f/93pSrUmbbvpRrvb1s9eb9Pnz6NadOm4fbbb8cDDzzg9rFafb/d8fR96qh9R7frwdy5c/H9999j69atbtulpaUhLS1N+XdmZiZOnjyJl19+Gdddd52vu+kVN910k3J95MiRyMzMxLBhw/Duu+/iqaee6vAxgfReA9IfrjfddJPLiEVbgfBed6Ynn8ne+BzXVACaO3cu7rzzTrdthgwZ0q1tWa3WdhOiKioq0NTU1C45tn5MY2MjKioqXKpAZWVlyMrK6tbzektPXov169cjPj4eM2fO9Pj5kpOTMXjwYPz4448eP9abevM7IB/V9NNPP3UYgOQjS0pLS5GcnKzcXlZW1unvhL94ut+nT5/G9ddfj8zMTKxbt87j59PK+92RhIQEmEymdn/NuXufrFZrh+1DQkLchmEtmjdvHj755BN8/fXXGDBggMePHzduHDZs2OCDnvlHVFQURo4c2envZiC91wBw/PhxfPHFF/joo488fqze3+uefiZ39jvg6ee4pgJQQkICEhISvLKtzMxMvPjiiygpKVFe2E2bNsFsNiMjI6PDx2RkZCA0NBSbN2/GrFmzAAAlJSUoKCjAihUrvNKv7vL0tRBCYP369fiP//gPhIaGevx85eXlOHnypMsvoRp68zuwb98+AOh0H1JTU2G1WrF582aMHj0agDT2npeXh5deeqlnHfYST/a7uLgY119/PTIyMrB+/XoYjZ6PZGvl/e5IWFgYMjIysHnzZvz85z9Xbt+8eTNuueWWDh+TmZmJTz/91OW2TZs2YcyYMT36/6AGIQTmzZuHjRs34quvvkJqamqPtrNv3z5Nvq/d1dDQgIMHD+Laa6/t8P5AeK9bW79+PRITE3HzzTd7/Fi9v9c9/UzOzMzE5s2bXUYBNm3a5HmhwqMp0xpy/PhxsW/fPrFkyRLRp08fsW/fPrFv3z5RVVUlhBCiublZpKeni0mTJom9e/eKL774QgwYMEDMnTtX2capU6dEWlqa2Llzp3Lbww8/LAYMGCC++OILsXfvXnHDDTeIUaNGiebmZr/voye++OILAUAUFhZ2eH9aWpr46KOPhBBCVFVViQULFoht27aJoqIisWXLFpGZmSn69+8v7Ha7P7vdY9u2bRMrV64U+/btE0ePHhUffPCBSElJETNnznRp13q/hRBi+fLlwmKxiI8++kjs379f3HXXXSI5OVk3+11cXCwuuugiccMNN4hTp06JkpIS5ac1vb/fOTk5IjQ0VLz99tuisLBQzJ8/X0RFRYljx44JIYRYuHChyM7OVtofPXpUREZGiieffFIUFhaKt99+W4SGhoq//vWvau2Cxx555BFhsVjEV1995fK+1tbWKm3a7veqVavExo0bxQ8//CAKCgrEwoULBQDx4YcfqrELPbJgwQLx1VdfiaNHj4odO3aI6dOni+jo6IB+r2UOh0MMGjRIPPvss+3uC5T3uqqqSvl+BqB8bh8/flwI0b3P5OzsbJcjQL/55hthMpnE8uXLxcGDB8Xy5ctFSEiI2LFjh0d9020AuvfeewWAdj9btmxR2hw/flzcfPPNIiIiQsTFxYm5c+eK+vp65f6ioqJ2j6mrqxNz584VcXFxIiIiQkyfPl2cOHHCj3vWM3fddZfIysrq9H4AYv369UIIIWpra8XUqVNFv379RGhoqBg0aJC49957dbGfsj179oixY8cKi8UiwsPDRVpamli0aJGoqalxadd6v4WQDrtctGiRsFqtwmw2i+uuu07s37/fz73vufXr13f4e9/2b5lAeL9///vfi8GDB4uwsDBx5ZVXuhwOfu+994oJEya4tP/qq6/E6NGjRVhYmBgyZIhYs2aNn3vcO529r61/f9vu90svvSSGDRsmwsPDRWxsrBg/frz4xz/+4f/O98Idd9whkpOTRWhoqEhJSRG33XabOHDggHJ/IL7Xss8//1wAEIcPH253X6C81/Lh+21/7r33XiFE9z6TJ0yYoLSX/eUvfxFpaWkiNDRUXHLJJT0KggYhWmaPEREREQWJgD0MnoiIiKgzDEBEREQUdBiAiIiIKOgwABEREVHQYQAiIiKioMMAREREREGHAYiIiIiCDgMQERERBR0GICIiIgo6DEBEREQUdBiAiIiIKOgwABEREVHQ+f9Rd4w0cdyCqgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MSUSkH/I520wRQGxS6J430nL1+ViXRBQ2GJKISD9qW9QjmUP89sXibaKww5BERPqhRtG2rGVdEhGFBYYkItIPNYq2ZRxJIgo7DElEpB9KSFJjJKn5OavLQv/cRKQKhiQi0g9luk3NkSROtxGFC4YkItIPNU5JIuN0G1HYYUgiIv1QtXCbq24ThRuGJCLSDxZuE1EIMSQRkX5ooSaprkJa+ZuIDI8hiYj0wXkFcFZL19WYbotNAsyR0nV55W8iMjSGJCLSB3m17cgYwJIQ+uc3m68WjHPKjSgsMCQRkT60LNo2mdTpA4u3icIKQxIR6YOaRdsyFm8ThRW/Q9LXX3+NmTNnwm63w2Qy4bPPPvO4/+GHH4bJZPL4GjNmjEebhoYGLFiwACkpKYiPj8esWbNw5swZjzaVlZXIy8uD1WqF1WpFXl4eLl++7NHm1KlTmDlzJuLj45GSkoKFCxfC6WRBJZEhaSIkcSSJKJz4HZJqa2sxfPhwrF69ut02U6dORWlpqfL1+eefe9y/aNEirF+/Hvn5+SgsLERNTQ1mzJgBl8ultJkzZw6KiopQUFCAgoICFBUVIS8vT7nf5XJh+vTpqK2tRWFhIfLz87Fu3TosXrzY310iIj1Qc40kGUeSiMJKpL8PmDZtGqZNm+azjcVigc1m83qfw+HA+++/jz/84Q+44447AABr165FRkYGtmzZgilTpuDgwYMoKCjAzp07MXr0aADAe++9h9zcXBw+fBhZWVnYtGkTDhw4gNOnT8NutwMAXnvtNTz88MN44YUXkJiY6O+uEZGWqbnatiyh+X2thudvIwoHQalJ2rp1K1JTUzF48GDMmzcP5eVXh6b37t2LxsZGTJ48WbnNbrcjOzsb27dvBwDs2LEDVqtVCUgAMGbMGFitVo822dnZSkACgClTpqChoQF79+712q+GhgZUVVV5fBGRTmhhJCm+d3NfuAQAUTgIeEiaNm0aPvzwQ3z55Zd47bXXsGfPHkycOBENDQ0AgLKyMkRHRyMpKcnjcWlpaSgrK1PapKa2fSNMTU31aJOW5lmbkJSUhOjoaKVNaytWrFBqnKxWKzIyMrq9v0QUIpqoSeJ0G1E48Xu6rSP333+/cj07Oxs33ngj+vfvj40bN+Lee+9t93FCCJhaHNZr8nKIb1fatPTcc8/hqaeeUr6vqqpiUCLSCzVX25axcJsorAR9CYD09HT0798fR44cAQDYbDY4nU5UVlZ6tCsvL1dGhmw2G86fb/uf2oULFzzatB4xqqysRGNjY5sRJpnFYkFiYqLHFxHpgBAtRpI0ULjdWAs01KjXDyIKiaCHpEuXLuH06dNIT08HAOTk5CAqKgqbN29W2pSWlqK4uBhjx44FAOTm5sLhcGD37t1Km127dsHhcHi0KS4uRmlpqdJm06ZNsFgsyMnJCfZuEVEo1TsAlzRlr2pIsvQAouKk67UcTSIyOr+n22pqanD06FHl+5KSEhQVFSE5ORnJyclYtmwZfvzjHyM9PR0nTpzA888/j5SUFNxzzz0AAKvVikceeQSLFy9Gr169kJycjCVLlmDYsGHK0W5DhgzB1KlTMW/ePLzzzjsAgEcffRQzZsxAVlYWAGDy5MkYOnQo8vLy8Morr6CiogJLlizBvHnzOEJEZDTyudIsiUBUrLp96ZEKVJ6QptySr1G3L0QUVH6PJH3zzTcYOXIkRo4cCQB46qmnMHLkSPzrv/4rIiIi8P333+Ouu+7C4MGDMXfuXAwePBg7duxAQsLVcy2tWrUKd999N2bPno1x48YhLi4OGzZsQEREhNLmww8/xLBhwzB58mRMnjwZN9xwA/7whz8o90dERGDjxo2IiYnBuHHjMHv2bNx999149dVXu/PzICIt0sJUm4zF20RhwySEEGp3Qi1VVVWwWq1wOBwcfSLSsuJ1wJ9/BvQfB/z0847bB9MnDwEHNwA/ehW4eZ66fSEKU6H6/Oa524hI+7SwRpJMGUliTRKR0TEkEZH2aWGNJJm84jen24gMjyGJiLRPXuFaXvFaTVwriShsMCQRkfZpaSSJhdtEYYMhiYi0T4shqZbnbyMyOoYkItI+TRVuyye5PS+tBE5EhsWQRETa5nZfHbXRwkiSXLjtcgL1l1XtChEFF0MSEWlbXQUgXNL1+BR1+wIAUTFAjFW6zuJtIkNjSCIibZPrkeJ6ARFR6vZFxrWSiMICQxIRaZuWirZlXCuJKCwwJBGRtmmpaFvGtZKIwgJDEhFpmxZHkrhWElFYYEgiIm3T8kgS10oiMjSGJCLSNjkkxWswJHEkicjQGJKISNs43UZEKmFIIiJt0/J0Gwu3iQyNIYmItE3LI0m1FwG3S92+EFHQMCQRkXa5GqUVtwFthaS4FAAmaSXwKxVq94aIgoQhiYi0Sz56zBQBxCap25eWIiKlFcAB1iURGRhDEhFplzLVlgqYNfZ2xeJtIsPT2LsOEVELWizalnGtJCLDY0giIu3SYtG2jCNJRIbHkERE2tVyuk1revSWLrkMAJFhMSQRkXbVNE9laWm1bRlHkogMjyGJiLRLF9NtHEkiMiqGJCLSLj0UbjMkERkWQxIRaZeWR5LieZJbIqNjSCIi7VJGkjQYkuQ+1VVIK4MTkeEwJBGRNjmvAM5q6boWp9tikwBzpHSdayURGRJDEhFpU23zKFJkDGBJULcv3pjNnHIjMjiGJCLSppZF2yaTun1pD9dKIjI0hiQi0iYtF23LuFYSkaExJBGRNukiJHEZACIjY0giIm2SV9vWYtG2jAtKEhkaQxIRaZM8kqTFU5LION1GZGgMSUSkTXLwSNDwdFs8C7eJjIwhiYi0SRc1Sc19q2VIIjIihiQi0iYtr7YtY00SkaExJBGR9gjRYiRJyzVJzX1rqJJWCCciQ2FIIiLtqb8MuJzSdS0XblsSpBXBAU65ERkQQxIRaY88fRXTE4iKUbUrPplMXCuJyMAYkohIe6rLpEst1yPJWJdEZFgMSUSkPS3P26Z1XCuJyLAYkohIe/Rw+L+MayURGRZDEhFpj55CEkeSiAyLIYmItEdX023Nfay9oG4/iCjgGJKISHtqmgu3E2zq9qMzOJJEZFgMSUSkPXocSWJIIjIchiQi0h5d1SS1WCdJCHX7QkQBxZBERNriagSuXJKu6yEkySuCN9UDDdXq9oWIAoohiYi0RS6ANkcCscnq9qUzouMAS6J0ncsAEBkKQxIRaYu82nZ8KmDWyVsU65KIDEkn70BEFDb0VLQti2dIIjIihiQi0hY9FW3LuFYSkSExJBGRtuhxJIlrJREZEkMSEWmLnkeSGJKIDIUhiYi0RU+rbctarpVERIbBkERE2qLr6TaGJCIjYUgiIm3R9XQbQxKRkTAkEZF2CKHvkaTacsDtVrcvRBQwDElEpB3OGqDxinQ9XkchKb63dOluAuoq1e0LEQUMQxIRaUd181RbdA/A0kPdvvgjIurqKVRqOeVGZBQMSUSkHXqsR5JxrSQiw/E7JH399deYOXMm7HY7TCYTPvvsM4/7hRBYtmwZ7HY7YmNjcdttt2H//v0ebRoaGrBgwQKkpKQgPj4es2bNwpkzZzzaVFZWIi8vD1arFVarFXl5ebh8+bJHm1OnTmHmzJmIj49HSkoKFi5cCKfT6e8uEZFW6DoksXibyGj8Dkm1tbUYPnw4Vq9e7fX+lStX4vXXX8fq1auxZ88e2Gw23HnnnaiurlbaLFq0COvXr0d+fj4KCwtRU1ODGTNmwOVyKW3mzJmDoqIiFBQUoKCgAEVFRcjLy1Pud7lcmD59Ompra1FYWIj8/HysW7cOixcv9neXiEgr9Fi0LeOCkkTGI7oBgFi/fr3yvdvtFjabTbz00kvKbfX19cJqtYq3335bCCHE5cuXRVRUlMjPz1fanD17VpjNZlFQUCCEEOLAgQMCgNi5c6fSZseOHQKAOHTokBBCiM8//1yYzWZx9uxZpc3HH38sLBaLcDgcneq/w+EQADrdnoiCbPMyIZYmCrHx/6rdE/8VPC/1/YvfqN0TIsML1ed3QGuSSkpKUFZWhsmTJyu3WSwWTJgwAdu3bwcA7N27F42NjR5t7HY7srOzlTY7duyA1WrF6NGjlTZjxoyB1Wr1aJOdnQ273a60mTJlChoaGrB3716v/WtoaEBVVZXHFxFpiCFGkjjdRmQUAQ1JZWXS6QTS0jzrCdLS0pT7ysrKEB0djaSkJJ9tUlPbvkmmpqZ6tGn9PElJSYiOjlbatLZixQqlxslqtSIjI6MLe0lEQaPHU5LIWLhNZDhBObrNZDJ5fC+EaHNba63beGvflTYtPffcc3A4HMrX6dOnffaJiEJMDhh6WiNJxpEkIsMJaEiy2aT//lqP5JSXlyujPjabDU6nE5WVlT7bnD/f9r+xCxcueLRp/TyVlZVobGxsM8Iks1gsSExM9PgiIg2pbv6bTkxXtx9dIQc7rpNEZBgBDUmZmZmw2WzYvHmzcpvT6cS2bdswduxYAEBOTg6ioqI82pSWlqK4uFhpk5ubC4fDgd27dyttdu3aBYfD4dGmuLgYpaWlSptNmzbBYrEgJycnkLtFRKHgagRqL0jXE3QYkpRTk1wEXE3q9oWIAiLS3wfU1NTg6NGjyvclJSUoKipCcnIy+vXrh0WLFuHFF1/EoEGDMGjQILz44ouIi4vDnDlzAABWqxWPPPIIFi9ejF69eiE5ORlLlizBsGHDcMcddwAAhgwZgqlTp2LevHl45513AACPPvooZsyYgaysLADA5MmTMXToUOTl5eGVV15BRUUFlixZgnnz5nGEiEiP5Kk2c4vVq/UkLhkwRQDCBVy5qM+6KiLy4HdI+uabb3D77bcr3z/11FMAgLlz5+KDDz7A008/jbq6OjzxxBOorKzE6NGjsWnTJiQkJCiPWbVqFSIjIzF79mzU1dVh0qRJ+OCDDxAREaG0+fDDD7Fw4ULlKLhZs2Z5rM0UERGBjRs34oknnsC4ceMQGxuLOXPm4NVXX/X/p0BE6qtuUbRt1uHJAMwR0jncasqA6lKGJCIDMAkhhNqdUEtVVRWsViscDgdHn4jUdnAD8MlDQN+bgJ9vUbs3XfPubcC5fcCDnwBZU9XuDZFhherzW4f/rhGRIVXr+PB/mVxLVX1O3X4QUUAwJBGRNlQ3H4Shx6JtmRzwqr2v1UZE+sKQRETaYIiRpOYzAFRxJInICBiSiEgbOJJERBrDkEREqnK5BXYcu4SqC9IK+K54HY8kyYtgMiQRGQJDEhGppqC4FONf/hIPvrcTLoc0kpT3x5MoKC7t4JEaxcJtIkNhSCIiVRQUl+Lxtd+i1FEPC5xIMtUAAPZXx+Hxtd/qMyjJIenKJaCpQd2+EFG3MSQRUci53ALLNxyAvEhbqkk6l2O9iIID8QCA5RsOwOXW2TJusUlAhEW6zik3It1jSCKikNtdUoFSR73yfRqkkFQmkgGYIACUOuqxu6RCnQ52lcnE4m0iA2FIIqKQK6+u9/g+zXQZAHAeST7b6YJSl6TD6UIi8sCQREQhl5oQ4/F9WvN0W7no6bOdLiQyJBEZBUMSEYXczZnJSLfGwNT8vVyTdF5II0kmAOnWGNycmaxOB7uDI0lEhsGQREQhF2E2YenMoQCkQJTWIiTJwWnpzKGIMJu8b0DL5JBUxZBEpHcMSUSkiqnZ6XjroVGwWWOUwu3zIgk2awzeemgUpmbrdOVtjiQRGUak2h0govA1NTsddw61wflGPVAF/GL6OKzKnajPESQZj24jMgyGJCJSVYTZhNj6CwCA67OyAD0HJABIbD7JLUeSiHSP021EpK6GasBZLV1PSFO3L4HQo3kfnDXSvhGRbjEkEZG6qs9Ll9EJgCVB3b4EgqUHYEmUrrN4m0jXGJKISF3ytJQRRpFkLN4mMgSGJCJSV9U56VKu5TECpXibIYlIzxiSiEhdVWeky8S+6vYjkFi8TWQIDElEpC55JMnaR91+BBKXASAyBIYkIlKX46x0aajptuZ9qTqrbj+IqFsYkohIXXKQMNJ0mzwq5mBIItIzhiQiUleVAUeSEptDEkeSiHSNIYmI1NNYB1y5JF03Uk2SHJJqyoEmp7p9IaIuY0giIvXIRdtRcUBMT1W7ElDxKUCEBYAAqs+p3Rsi6iKGJCJSjzLV1gcw6fycbS2ZTFenD1mXRKRbDElEpB4jLiQpszYXorMuiUi3GJKISD2O5oUkrQY6sk0m1yXJ+0hEusOQRETqUUaSDFS0LbPyCDcivWNIIiL1GPHwf1ki10oi0juGJCJSjxySjDjdptQkcbqNSK8YkohIPUY8JYmMI0lEuseQRETqaKwD6iqk60auSaqrAJxX1O0LEXUJQxIRqUNZSDIeiLGq25dgiOkp7RtwdV+JSFcYkohIHUo9ksEWkpSZTC2OcGNdEpEeMSQRkTqMXI8kY10Ska4xJBGROuTRlUQDHtkm41pJRLrGkERE6rh8Wro04uH/MjkActVtIl1iSCIidTiaQ1LPfur2I5g4kkSkawxJRKSOy6ekSyOHJJ6/jUjXGJKIKPSEuBocemao25dgkgOg44y0z0SkKwxJRBR6NeVAUz1gMhtzIUmZtTkAOmuAukp1+0JEfmNIIqLQk6faEuxARJS6fQmmqBigh026XnlC1a4Qkf8Ykogo9BxhUI8kk/dRDoZEpBsMSUQUekrRtoHrkWQMSUS6xZBERKEXDke2yRiSiHSLIYmIQu9yGKyRJEvqL10yJBHpDkMSEYWeHBis4TTddlLdfhCR3xiSiCi0hAiP1bZlPVuMJHGtJCJdYUgiotC6cglovCJdN/J522TWvgBM0j5fuaR2b4jIDwxJRBRa8rRTQjoQaVG3L6EQaZH2FeCUG5HOMCQRUWjJRdvhUI8k4xFuRLrEkEREoRVOh//L5H2t5EgSkZ4wJBFRaFWWSJfyofHhgCNJRLrEkEREoVXRHJKSr1G3H6HEtZKIdIkhiYhCSxlJylS3H6HEtZKIdIkhiYhCx9V4tXA7OYxCkhwIK08AbpeqXSGizmNIIqLQuXwKEC4gMhboYVO7N6Fj7QuYowCXE6g6p3ZviKiTGJKIKHSUqbYBgDmM3n7MEdI+A0DFMVW7QtrmcgvsOHYJfyk6ix3HLsHl5irtaopUuwNEFEaUou0wmmqTJV8DXDoCVBwHrrlN7d6QBhUUl2L5hgModdQrt6VbY7B05lBMzU5XsWfhK4z+lSMi1YXjkW0yeZ8rjqvbD9KkguJSPL72W4+ABABljno8vvZbFBSXqtSz8BbwkLRs2TKYTCaPL5vtau2BEALLli2D3W5HbGwsbrvtNuzfv99jGw0NDViwYAFSUlIQHx+PWbNm4cyZMx5tKisrkZeXB6vVCqvViry8PFy+fDnQu0NEgdRyui3c9BooXcpBkaiZyy2wfMMBeJtYk29bvuEAp95UEJSRpOuvvx6lpaXK1/fff6/ct3LlSrz++utYvXo19uzZA5vNhjvvvBPV1dVKm0WLFmH9+vXIz89HYWEhampqMGPGDLhcV48KmTNnDoqKilBQUICCggIUFRUhLy8vGLtDRIEij6KE5XRb8z5zJIla2V1S0WYEqSUBoNRRj90lFaHrFAEIUk1SZGSkx+iRTAiBN954A7/+9a9x7733AgB+97vfIS0tDR999BF+8YtfwOFw4P3338cf/vAH3HHHHQCAtWvXIiMjA1u2bMGUKVNw8OBBFBQUYOfOnRg9ejQA4L333kNubi4OHz6MrKysYOwWEXWH2y0dAg9wus3tDq/CdfKpvLr9gNSVdhQ4QfkrPXLkCOx2OzIzM/HAAw/g+HHpP6eSkhKUlZVh8uTJSluLxYIJEyZg+/btAIC9e/eisbHRo43dbkd2drbSZseOHbBarUpAAoAxY8bAarUqbbxpaGhAVVWVxxcRhUhNGdBUD5giwuvktjJrP8AcKf0MqllfQlelJsQEtB0FTsBD0ujRo/H73/8eX3zxBd577z2UlZVh7NixuHTpEsrKygAAaWlpHo9JS0tT7isrK0N0dDSSkpJ8tklNTW3z3KmpqUobb1asWKHUMFmtVmRkhOEbNZFa5GmmnhlARJS6fVFDROTVlbc55UYt3JyZjHRrDEzt3G+CdJTbzZnJoewWIQghadq0afjxj3+MYcOG4Y477sDGjRsBSNNqMpPJ81dBCNHmttZat/HWvqPtPPfcc3A4HMrX6dOnO7VPRBQA4Xxkm4xHuJEXEWYTls4cCgBtgpL8/dKZQxFh9v05SYEX9Enx+Ph4DBs2DEeOHFHqlFqP9pSXlyujSzabDU6nE5WVlT7bnD9/vs1zXbhwoc0oVUsWiwWJiYkeX0QUIvIiigxJDEnUxtTsdLz10CjYrJ5TajZrDN56aBTXSVJJ0ENSQ0MDDh48iPT0dGRmZsJms2Hz5s3K/U6nE9u2bcPYsWMBADk5OYiKivJoU1paiuLiYqVNbm4uHA4Hdu/erbTZtWsXHA6H0oaINObiEekyZbC6/VCTEpK46ja1NTU7HYXPTMTH88bgPx4YgY/njUHhMxMZkFQU8KPblixZgpkzZ6Jfv34oLy/Hv//7v6Oqqgpz586FyWTCokWL8OKLL2LQoEEYNGgQXnzxRcTFxWHOnDkAAKvVikceeQSLFy9Gr169kJycjCVLlijTdwAwZMgQTJ06FfPmzcM777wDAHj00UcxY8YMHtlGpFUXf5AuUwap2w81JTevlXSJI0nkXYTZhNyBvdTuBjULeEg6c+YMHnzwQVy8eBG9e/fGmDFjsHPnTvTv3x8A8PTTT6Ourg5PPPEEKisrMXr0aGzatAkJCQnKNlatWoXIyEjMnj0bdXV1mDRpEj744ANEREQobT788EMsXLhQOQpu1qxZWL16daB3h4gCwdV4tSapVxiHJHlByUtHAbdLOqcbEWmWSQgRtkt4VlVVwWq1wuFwsD6JKJguHgVW5wBRccBzZ8N3jSC3C3ghHXA1AAv3hXd9FlE3hOrzO0zfqYgopOSptl7Xhm9AAqSRo17XStflGi0i0qwwfrciopBR6pHCuGhb1rv5Z3DhsLr9IKIOBeW0JEREHnhk21UpzQeXXGRICkcut8DukgqUV9cjNUFaIJLrH2kXQxIRBR+PbLtKGUn6Qd1+UMgVFJdi+YYDHiezTbfGYOnMoTzMX6M43UZEwSUEp9taajmSFL7HzYSdguJSPL72W4+ABABljno8vvZbFBTzfH5axJBERMFVexGovwzAdPUQ+DDmSh4IYTID9Q58s/8wXG4GJaNzuQWWbzgAb6+0fNvyDQf4u6BBDElEFFxy7U3PfkBUrLp9UVlBcSnGv7YdJ129AQCvfrQB41/+kqMIBre7pKLNCFJLAkCpox67SypC1ynqFIYkIgqu8weky9Sh6vZDZS2nW44KOwDgWtNZTreEgfLq9gNSV9pR6DAkEVFwle+XLtPCNyS1nm45KvoAkEISp1uMLzUhpuNGfrSj0GFIIqLg4khSm+mWw+4MAMAQ8ykAnG4xupszk5FujUF7B/qbIB3ldnNmcii7RZ3AkEREwSMEUH5Qup52vbp9UVHraZRDoh8A4DrTKaBFOS+nW4wpwmzC0pnSPwmtg5L8/dKZQ7lekgYxJBFR8Fw+BTirAXPU1dNxhKHW0yjHhB2NIgJW0xWko6LddmQcU7PT8dZDo2Czer7GNmsM3npoFNdJ0iguJklEwXO+uR6pdxYQEaVuX1QkT7eUOeohADgRhaPCjiGm0xhiPokydy/YON1ieFOz03HnUBtX3NYRjiQRUfDIRdthXI8EeJ9ukafchpikuiROt4SHCLMJuQN74a4RfZA7sBdfc41jSCKi4Gku2j4ZOQB/KTqLHccuhe0RXK2nWw65pZA00nKG0y1EGsXpNiIKmurT3yEBwNJdAlt3FAEI73NVtZxuEUdrgB0fY1LyRZjC8GdBpAccSSKioNj0zxLEOo4DuDpqAvBcVfJ0y9ixEwAApktHgcY6lXtFRN4wJBFRwLncAn/82/8g0uTGBWFFGa4WJHPxxGY90oC4XoBwA+UH1O4NEXnBkEREAbe7pALpV6Rztn3vzkTr1WG4eCIAkwmwDZOul36nbl+IyCuGJCIKuPLqetxgkqbavhfX+GwX1uwjpctz36rbDyLyioXbRBRwqQkxSDKXAAC+c2f6bBfW+uRIl2f3qdsPIvKKIYmIAu7mvjGA+SwA4Ht325EkE8DFEwHAPkq6LD8AOK8A0XHq9oeIPHC6jYgCLuJ8MSLgxnnRExeQ5HEfz1XVQqJdKuAWLqCMdUlEWsOQRESBV1oEADDZR/BcVb6YTFdHk86yLolIazjdRkSBd06qsUnNykXhrRN5ripf+owCfvgfFm8TaRBDEhEF3uld0mWfHGXxRGoHR5KINIvTbUQUWDXlQMVxACYg42a1e6N9fZpDUsUx4EoYrxtFpEEMSUQUWPIoUupQIMaqbl/0IC4ZSBksXT+1Q92+EJEHhiQiCqxTO6XLfqPV7Yee9B8rXZ7crm4/iMgDQxIRBZY8kpQxRt1+6En/cdIlQxJ1gsstsOPYJfyl6Cx2HLsU3udADDIWbhNR4DTWAeeKpOscSeo8eSSp9J9AQw1g6aFuf0izCopLsXzDAZQ6rp7SJ90ag6Uzh3JZjSDgSBIRBc6ZPYC7EUhIB3r2V7s3+mHtC1j7SYtKntmtdm9IowqKS/H42m89AhIAlDnq8fjab1FQXKpSz4yLIYmIAuf4Vuky81ZpoUTqPNYlkQ8ut8DyDQfgbWJNvm35hgOcegswhiQiCpzj26TLa25TtRu61BySxIlC1ptQG7tLKtqMILUkAJQ66rG7hMtIBBJrkogoMOouX101OnOCql3RpcxbAQCuU7sx770vUQPpZLesNyEAKK9uPyB1pR11DkeSiCgwTv4DEG6g1yDA2kft3uhOwbkYlLjTEAkXxpr3K7ez3oQAIDUhpuNGfrSjzmFIIqLAOPaVdHkNR5H8JdebbHMPBwDcav5OuY/1JgQAN2cmI90ag/Yq/UyQRh1vzkwOZbcMjyGJiLpMWa9l3xnUH/gf6caBE9XtlA7J9SZfu28AAEwwfwe0KNFlvQlFmE1YOnMoALQJSvL3S2cO5cmjA4whiYi6pKC4FONf/hIPvrcTb/5xA2Jqz6AB0dhcf53aXdMduY5kp3sonCICGeYLuMbUdnqN9SbhbWp2Ot56aBRsVs8pNZs1Bm89NIp1a0HAwm0i8pu8Xos81jHJLBVsF7qux6P5h/BWZBzfsP0g15FcQQx2uYfglohi3GHei3dddq/tKHxNzU7HnUNt2F1SgfLqeqQmSFNsHEEKDo4kEZFfvK3XcmeEFJI2u3MAsH7GXy3rTb5w3wQAmBaxR7mf9Sb6EKrThUSYTcgd2At3jeiD3IG9GJCCiCNJROSX1uu19EYlRpqPAgD+7hrpUT+TO7CXSr3UF7ne5PG132KT60b8NvIDjDQfhQ2XcB7Sz5D1JtrG04UYE0eSiMgvretiZkTsBAB8674WF5DUbjvyTa43ibCmY68YBACYEvEN6010gKcLMS6GJCLyS+u6mLsipNNofOYa57MddWxqdjoKn5mI3jfdBwBY3Gc/Cp+ZyICkYTxdiLExJBGRX1rWz/Q3lWGE+RiahBmfu8YAYP1Md0WYTRgw4SHAZEZi+TeIuFyidpfIB54uxNgYkojILy3Xa7nLLI0i/cOdjYuwcr2WQEm0A9fcLl0v+ljdvpBPPF2IsTEkEZHfpman463/MxxzorYCANa7xgPgei0BNWKOdPnPjwG32+OuUB1FRZ68/dx5uhBj49FtRNQlU6O+A3ARjZYkTJo5D/f3tHK9lkC6bjpgsQKO08CxL4FBdwDgUVRqae/n/v+mD0G6NQZljnqvdUkmSP88cPpZnziSRETt8jlisee/AQBROXmYmXMN12sJtKjYq6NJO98EwKOo1OLr5/7kR/swa7gUTnm6EOPhSBIReeVzxCKtGjj2dwAm4MafqtdJoxv9C2DX28Cxv8N1/iCWbzjX7lFUJkhHUd051MYP5C5wuYXXVaw7OnrNBOCv/yzFf80ZhX/b6Pn3YuMIn+4xJBFRG61POyKTRywKB3+CPgCQ9SMg+RoVehgmkjOlabdDf8PFza+j1HF3u01bL+LZ3od+uPL18/D1D4E1NrpTR68lxUej8JmJ/JkbDEMSEXno6D/n/qbzSDu1Qbrh1iWh7Fp4GrsQOPQ39D72KTJMuTgt0nw2L6+uZ91SK75+HgB8/kPws3EDOvUc5dX1yulC1MaAHDgMSUTkoaN1XxZErkck3Ki0T0BSn1Eh7FmY6jcaGDgJ5mN/x6LIdVjc+ITP5icuXsEbW35o90NfPvrQSB+kHY0StReCHlv7LXrGRfmcSltfdLZTfdDK0WsMyIHFkEREHnyt53KD6Rh+EvE1AOC7QY9jQqg6Fe4m/gY49nfcE/EPvN/0IxwQA9o0MQFIS7Tg492nOqxbcrvRpn7G2wepVoJUV6fK7hxq63A17MtXGtt9XgGgorYRyfHRqKx1av7otY6mybk8h/8YkojCVHsfPO39R2yCG0ujfg8AWOcaD3u/m0PZ3fDWZxRw/b0w7/8UL0T9f/iJcxlcLQ5OlmPLgzf3w6otR9rdjFw/88RH37a5r/UHaWdGJAIRojraRnemyhbdMcjnqGhn3T3CjjX/OAET4PFcWjp6rTMF5izs9x9DElEY6ui/b2/rvvw04gvkmI+gVljwu9i5WK+B/5zDypQXgaNbMLLhKB7vsQ2ra25X7pKPompocvvYgG+tR5qe/Mj3iASa23ZnNKqjINbdqbI1/zjRxZ+GpzuH2nBzZnKbvmrp6DV/To+ihbopvTAJIcJ2qdaqqipYrVY4HA4kJiaq3R2ikGjvg0f+31L+AHx8rTTaIABcazqDjdG/hsXUiN80/hTjH3xGEx8MYWfXu8D//F+IyFj8c+qnOBnZ3yN47Dh2CQ++t7PbT5McH42KWqfX+0wArHFRcFxp9Pk71NFoFOB9FEjexn/NGYl/23gwICNBXSVPpRU+M1FZDkAL04/e/KXoLH6ZX9Rhu/94YATuGtEn+B0KslB9fnMkicigvL2hA+jUkHzhMxPx1kOjsHzDAdQ6LuKdqFWwmBqx0zQC4x94mgFJLTf9HPihAKZjf8eInYsw4udbgJirHxDyyYfbW/25s9oLSID0e9JeHU9nR6M6Mwr0m78Uo6K2/XqhzuoZGwVHXdtAB3gGPvm5W94HeE6laeXoNW/8PT2KlgOfljAkEelQV+s4Hrgpo9ND8lOz03Hn4CRUr/kxepaWoiEuHTc99gkiEm3B3DXyxWwG7nkHeHs8cPEw8MlDwP/5ExBpAXD15MOPr/3Wa/1MKKYN5N+h3/yluNsF04Hw03GZeGPLD+3WE7107zAAbacOtTSV1hkdBeSWBeY8Aq7zON3G6TYKsY4CTncKWX3VcfjzIfkfD4zAXdf3Av6YBxzZBETFAT8rANKHd33HKXDO7QM+mAE4a4DB04D71kinMWnm6zxj/7bxoM8P0qT4qIAFFDW1nCrbfKAsJEXoapP/9gHvgbDlVHpHU6Wd+Xmo+TML1ec3QxJDkiEE4g86FNvoTMDpagACAlfH8eeHBuLGXQuB07uAyFhgTj5wzW3d2iYF2LEvgY8eAFwNQL9c4L7fAQlXF5ps73exow9S+Xeou1N2gdDRofcdTZW1POTdCCGoMzo6KGP8y1+2+/4gB8v/N31oh0tEBOrox662qa2pZkgKtmCEJL18WIdqG6F4ns78sXY3nARiGx0FnEdvzcS7X5d0OQAFYhTABOD+HkVYEfM7mGrOS2ehf2AtkHlrl7dJQXSiEPj4QaChCohLAWb9J3Ddjzp8WGd/VwHvU3Y92yncltsE4vdQ/rB+8qOOR0Y4deSpvffL7hT2+zsaBXT8unTnfXfJ7Rn4SW4WQ1IwdSUkGeHDOlTbCMXzAJ37Y+1OOAnENjozwmM2Ae52/hqDMQ3SevpthOkoFkWuw20R/5Ru6H0dcP+HQMq1AXtOCoILPwB//ilwvlj6/to7gNufB/rk+HxYINYnAro2GuXPKFCo1msKB509Aq498oKlgAllVe3/s9aZox+B7r13uxuu4NQbsxmSOvLmm2/ilVdeQWlpKa6//nq88cYbuOWWWzr1WH9DkhE+rEO1jVA8j/wfbXsFoJ35gwY6DieB2IbW6jx+dcdg5O85BbfjHCZF7MNPIrZhlPmodKc5Ehj3S+DWp4EobZxqgTrQWA989QKw8y3A3fx71vdmYPj90kmIE+1d2mwg1jgCuj8KxBAUGIFaIqI7Ohu0OmrjbriC0wxJvn3yySfIy8vDm2++iXHjxuGdd97Bf//3f+PAgQPo169fh4/3JyR1VAyrlw/rUGwjlH2ltrzVcVjgRKqpEhmmi7gxtgyLhjfBdGonTBcPK22EKQKmG+6XTlrba2DoO07dd+kYsG0lULzualgCgN5DgL45gH0kkDwQSBoAWPsCEVHderru1uB1ZhsUOC63wPiXv9REvVl3MSR1wujRozFq1Ci89dZbym1DhgzB3XffjRUrVnT4eCUkbfhXJMa3/o/56o/FLQTW/OMEahqa4Ov4IFM797X3595e+65sq2uPCdXzB39bvnRlW6F4zXzvi/f7YqLMcDa6vd4bZXIhOaoR2b2jUFJajlg0IB71SDE5YDVdaacTZiB9BJB9LzBstkfhL+lY9Xngnx8DhzYCZ3a33y7GCsQmAbHJ0npLkTHScgKRMUBEtHRpjgRMJul3BWhxvfnSZGp7vQW3EDh7uQ61DU2It0SiT89YmE0MQWo5Wl6Nv31f2uZ2IfT1mtQ3OPH8ax8yJLXH6XQiLi4Of/rTn3DPPfcot//yl79EUVERtm3b1uYxDQ0NaGhoUL6vqqpCRkYGHM8mINGir18QIn/VIxquHumI75MNpA4B7COAAeOlD0kyrpoLwJk9wNlvgLJioPIEcPkk0MQRWtKvqgYB60vVXHG7PRcvXoTL5UJamud/vmlpaSgrK/P6mBUrVmD58uVt7xiZB8RZ2t7e/N9OycVa/O+Ri8rN7aVK0c6YQXu3++LvtgLVJ99jG+2PiQSmT/4/t69tmQDER0u/4rXOJoh22ps62E6P5m3UOJs872vxn5fJBMj/bnjbVkJMJCYMTsXfvjunbNezB8CNA5LwzYlK5X55O/LWZo2wY3BaD/xwvgZfHipHVf3V/iTGROL2IenIyrAB0XFAVBxckXE4VOFGmasHElIykDO4P2IizKAw06O3dMRby6Pe3G6grgK4UgHUVUrX6x1AUwPgckoBqqlB+nI3j6ALAQh3i+ui+brb87pR6XM8oV1uAOVV9ahrdCE2yozUhBiYTcCpiiv4+ocL7T7u1sG9AcBnm+hIM5w+ziMYFx0BwIQrrd5T/WlT19QI4G/tPj5QdBuSZKZWw7ZCiDa3yZ577jk89dRTyvfySBKmrgB8JNGyY5fwrwe7XuzWsr7mfFX7c8Hm5g/a9o4G0cs2Qvk8HR4h80Db85C1biMXkAd1G/eMwuDsdAy9vv0ajQnZ6ajzUcMxuLmGYzCAgZ2o44gAcH3zF5EHsxmIT5G+KCyZAXhbO78fgBQf70P9mt+HfLUBfL9fyu+pi7vRxt10BaEISWE13dZaZwu3Oyp26+zhrEA3P2h1tI1QP4/aSxF0dhtAYNaNIiIKJi2sX+erDddJ6oTRo0cjJycHb775pnLb0KFDcdddd/lXuO3H0W2AMT6sjbJOUiBXdg3VNoiIwgFX3FaZvATA22+/jdzcXLz77rt47733sH//fvTv37/DxwdynSQ9flgbZcVtIiIKLzx3Wye9+eabWLlyJUpLS5GdnY1Vq1bh1ls7dwqFQK+4TURERMHHkBQCPMEtERGR/oTq85vHAxMRERF5wZBERERE5AVDEhEREZEXDElEREREXjAkEREREXnBkERERETkBUMSERERkRcMSUREREReMCQREREReRGpdgfUJC82XlVVpXJPiIiIqLPkz+1gnzQkrEPSpUuXAAAZGRkq94SIiIj8denSJVit1qBtP6xDUnJyMgDg1KlTQf0ha01VVRUyMjJw+vTpsDpnHfeb+x0OuN/c73DgcDjQr18/5XM8WMI6JJnNUkmW1WoNq18uWWJiIvc7jHC/wwv3O7yE637Ln+NB235Qt05ERESkUwxJRERERF6EdUiyWCxYunQpLBaL2l0JKe439zsccL+53+GA+x3c/TaJYB8/R0RERKRDYT2SRERERNQehiQiIiIiLxiSiIiIiLxgSCIiIiLywtAh6YUXXsDYsWMRFxeHnj17em1z6tQpzJw5E/Hx8UhJScHChQvhdDp9brehoQELFixASkoK4uPjMWvWLJw5cyYIexAYW7duhclk8vq1Z8+edh/38MMPt2k/ZsyYEPa8+wYMGNBmH5599lmfjxFCYNmyZbDb7YiNjcVtt92G/fv3h6jH3XfixAk88sgjyMzMRGxsLAYOHIilS5d2+Hutx9f7zTffRGZmJmJiYpCTk4P//d//9dl+27ZtyMnJQUxMDK655hq8/fbbIeppYKxYsQI33XQTEhISkJqairvvvhuHDx/2+Zj2/v4PHToUol5337Jly9r032az+XyM3l9rwPv7l8lkwpNPPum1vV5f66+//hozZ86E3W6HyWTCZ5995nF/V9+T161bh6FDh8JisWDo0KFYv369330zdEhyOp2477778Pjjj3u93+VyYfr06aitrUVhYSHy8/Oxbt06LF682Od2Fy1ahPXr1yM/Px+FhYWoqanBjBkz4HK5grEb3TZ27FiUlpZ6fP385z/HgAEDcOONN/p87NSpUz0e9/nnn4eo14Hz29/+1mMffvOb3/hsv3LlSrz++utYvXo19uzZA5vNhjvvvBPV1dUh6nH3HDp0CG63G++88w7279+PVatW4e2338bzzz/f4WP19Hp/8sknWLRoEX79619j3759uOWWWzBt2jScOnXKa/uSkhL86Ec/wi233IJ9+/bh+eefx8KFC7Fu3boQ97zrtm3bhieffBI7d+7E5s2b0dTUhMmTJ6O2trbDxx4+fNjjtR00aFAIehw4119/vUf/v//++3bbGuG1BoA9e/Z47PPmzZsBAPfdd5/Px+ntta6trcXw4cOxevVqr/d35T15x44duP/++5GXl4d//vOfyMvLw+zZs7Fr1y7/OifCwJo1a4TVam1z++effy7MZrM4e/asctvHH38sLBaLcDgcXrd1+fJlERUVJfLz85Xbzp49K8xmsygoKAh434PB6XSK1NRU8dvf/tZnu7lz54q77rorNJ0Kkv79+4tVq1Z1ur3b7RY2m0289NJLym319fXCarWKt99+Owg9DI2VK1eKzMxMn2309nrffPPN4rHHHvO47brrrhPPPvus1/ZPP/20uO666zxu+8UvfiHGjBkTtD4GW3l5uQAgtm3b1m6br776SgAQlZWVoetYgC1dulQMHz680+2N+FoLIcQvf/lLMXDgQOF2u73eb4TXGoBYv3698n1X35Nnz54tpk6d6nHblClTxAMPPOBXfww9ktSRHTt2IDs7G3a7XbltypQpaGhowN69e70+Zu/evWhsbMTkyZOV2+x2O7Kzs7F9+/ag9zkQ/vrXv+LixYt4+OGHO2y7detWpKamYvDgwZg3bx7Ky8uD38EAe/nll9GrVy+MGDECL7zwgs9pp5KSEpSVlXm8vhaLBRMmTNDN6+uNw+Ho1Ikg9fJ6O51O7N271+N1AoDJkye3+zrt2LGjTfspU6bgm2++QWNjY9D6GkwOhwMAOvXajhw5Eunp6Zg0aRK++uqrYHct4I4cOQK73Y7MzEw88MADOH78eLttjfhaO51OrF27Fj/72c9gMpl8ttX7a91SV9+T2/sd8Pd9PKxDUllZGdLS0jxuS0pKQnR0NMrKytp9THR0NJKSkjxuT0tLa/cxWvP+++9jypQpyMjI8Nlu2rRp+PDDD/Hll1/itddew549ezBx4kQ0NDSEqKfd98tf/hL5+fn46quvMH/+fLzxxht44okn2m0vv4atfy/09Pq2duzYMfznf/4nHnvsMZ/t9PR6X7x4ES6Xy6/Xydvfe1paGpqamnDx4sWg9TVYhBB46qmnMH78eGRnZ7fbLj09He+++y7WrVuHTz/9FFlZWZg0aRK+/vrrEPa2e0aPHo3f//73+OKLL/Dee++hrKwMY8eOxaVLl7y2N9prDQCfffYZLl++7POfWyO81q119T25vd8Bf9/HI/1qrQHLli3D8uXLfbbZs2dPh7U2Mm+JXAjRYVIPxGO6qys/izNnzuCLL77AH//4xw63f//99yvXs7OzceONN6J///7YuHEj7r333q53vJv82e9f/epXym033HADkpKS8JOf/EQZXWpP69dSjde3ta683ufOncPUqVNx33334ec//7nPx2r19fbF39fJW3tvt+vB/Pnz8d1336GwsNBnu6ysLGRlZSnf5+bm4vTp03j11Vdx6623BrubATFt2jTl+rBhw5Cbm4uBAwfid7/7HZ566imvjzHSaw1I/9xOmzbNY+ajNSO81u3pyntyIN7HdReS5s+fjwceeMBnmwEDBnRqWzabrU0RV2VlJRobG9sk0JaPcTqdqKys9BhNKi8vx9ixYzv1vIHSlZ/FmjVr0KtXL8yaNcvv50tPT0f//v1x5MgRvx8bSN35HZCP1jp69KjXkCQfMVNWVob09HTl9vLy8nZ/J0LF3/0+d+4cbr/9duTm5uLdd9/1+/m08np7k5KSgoiIiDb/Ffp6nWw2m9f2kZGRPgOzFi1YsAB//etf8fXXX6Nv375+P37MmDFYu3ZtEHoWGvHx8Rg2bFi7v5tGeq0B4OTJk9iyZQs+/fRTvx+r99e6q+/J7f0O+Ps+rruQlJKSgpSUlIBsKzc3Fy+88AJKS0uVH/6mTZtgsViQk5Pj9TE5OTmIiorC5s2bMXv2bABAaWkpiouLsXLlyoD0q7P8/VkIIbBmzRr8y7/8C6Kiovx+vkuXLuH06dMev6hq6M7vwL59+wCg3X3IzMyEzWbD5s2bMXLkSABSLcC2bdvw8ssvd63DAeLPfp89exa33347cnJysGbNGpjN/s+sa+X19iY6Oho5OTnYvHkz7rnnHuX2zZs346677vL6mNzcXGzYsMHjtk2bNuHGG2/s0t+DGoQQWLBgAdavX4+tW7ciMzOzS9vZt2+fJl/XzmpoaMDBgwdxyy23eL3fCK91S2vWrEFqaiqmT5/u92P1/lp39T05NzcXmzdv9phN2LRpk/+DGX6VeevMyZMnxb59+8Ty5ctFjx49xL59+8S+fftEdXW1EEKIpqYmkZ2dLSZNmiS+/fZbsWXLFtG3b18xf/58ZRtnzpwRWVlZYteuXcptjz32mOjbt6/YsmWL+Pbbb8XEiRPF8OHDRVNTU8j30R9btmwRAMSBAwe83p+VlSU+/fRTIYQQ1dXVYvHixWL79u2ipKREfPXVVyI3N1f06dNHVFVVhbLbXbZ9+3bx+uuvi3379onjx4+LTz75RNjtdjFr1iyPdi33WwghXnrpJWG1WsWnn34qvv/+e/Hggw+K9PR03ez32bNnxbXXXismTpwozpw5I0pLS5WvlvT+eufn54uoqCjx/vvviwMHDohFixaJ+Ph4ceLECSGEEM8++6zIy8tT2h8/flzExcWJX/3qV+LAgQPi/fffF1FRUeLPf/6zWrvgt8cff1xYrVaxdetWj9f1ypUrSpvW+71q1Sqxfv168cMPP4ji4mLx7LPPCgBi3bp1auxClyxevFhs3bpVHD9+XOzcuVPMmDFDJCQkGPq1lrlcLtGvXz/xzDPPtLnPKK91dXW18vkMQHnfPnnypBCic+/JeXl5Hke2/uMf/xARERHipZdeEgcPHhQvvfSSiIyMFDt37vSrb4YOSXPnzhUA2nx99dVXSpuTJ0+K6dOni9jYWJGcnCzmz58v6uvrlftLSkraPKaurk7Mnz9fJCcni9jYWDFjxgxx6tSpEO5Z1zz44INi7Nix7d4PQKxZs0YIIcSVK1fE5MmTRe/evUVUVJTo16+fmDt3ri72U7Z3714xevRoYbVaRUxMjMjKyhJLly4VtbW1Hu1a7rcQ0iGnS5cuFTabTVgsFnHrrbeK77//PsS977o1a9Z4/b1v/T+REV7v//qv/xL9+/cX0dHRYtSoUR6Hws+dO1dMmDDBo/3WrVvFyJEjRXR0tBgwYIB46623Qtzj7mnvdW35+9t6v19++WUxcOBAERMTI5KSksT48ePFxo0bQ9/5brj//vtFenq6iIqKEna7Xdx7771i//79yv1GfK1lX3zxhQAgDh8+3OY+o7zW8tIFrb/mzp0rhOjce/KECROU9rI//elPIisrS0RFRYnrrruuS2HRJERzNRsRERERKcJ6CQAiIiKi9jAkEREREXnBkERERETkBUMSERERkRcMSUREREReMCQRERERecGQREREROQFQxIRERGRFwxJRERERF4wJBERERF5wZBERERE5AVDEhEREZEX/z9Q4y4q4XQ7nQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3NxeFhYXIzs5WHnc6nZg+fTpqa2uxb98+5OTkYPPmzVi2bFlv/j2ISA/k6S9/Fm4DrsXbRBR6RC+Ul5cLAGLPnj1CCCGam5uFzWYTL7/8stKmvr5eWK1W8fbbbwshhKisrBRms1nk5OQobUpKSoTRaBS5ublCCCGKi4sFAJGfn6+0ycvLEwDEsWPHhBBCbNu2TRiNRlFSUqK0+fjjj4XFYhF2u71b/bfb7QJAt9sTkQY0XBNiRax0qav072v93+el19n+b/59HSLySqC+v3tVk2S32wEA8fHxAIBTp06hrKwMWVlZShuLxYLx48dj//79AICCggI0Nja6tElJSUF6errSJi8vD1arFaNGjVLajB49Glar1aVNeno6UlJSlDZTpkyBw+FAQUFBb3aLiLRMHkUyWQBLrH9fqw9PTUIUysJ6+kQhBJYuXYpx48YhPT0dAFBWJs3bJyW5FlMmJSXhzJkzSpvw8HDExcV1aCM/v6ysDImJiR1eMzEx0aVN+9eJi4tDeHi40qY9h8MBh8Oh/FxVVdXt/SUijai9JF33SQQMBv++ljLdxpokolDU45GkhQsX4rvvvsPHH3/c4TFDuw8uIUSH+9pr38Zd+560aWv16tVKIbjVakVqamqnfSIiDZJHkqKv8/9r8SS3RCGtRyFp0aJF+Pzzz7Fr1y70799fud9mk4oo24/klJeXK6M+NpsNDQ0NqKio6LTNxYsdP5QuXbrk0qb961RUVKCxsbHDCJPshRdegN1uVy7nzp3zZreJSAuUw/87jjb7HE9ySxTSvApJQggsXLgQn376Kb788kukpaW5PJ6WlgabzYYdO3Yo9zU0NGDPnj0YM2YMACAjIwNms9mlTWlpKYqKipQ2mZmZsNvtOHDggNLm66+/ht1ud2lTVFSE0tJSpc327dthsViQkZHhtv8WiwWxsbEuFyLSGXm6LRAjSfJ0W10F0MTlRYhCjVc1Sc888ww++ugj/PnPf0ZMTIwykmO1WhEZGQmDwYAlS5bgpZdewpAhQzBkyBC89NJLiIqKwty5c5W2TzzxBJYtW4Z+/fohPj4ey5cvx8iRIzFp0iQAwPDhwzF16lTMnz8f77zzDgDgySefxIwZMzBs2DAAQFZWFkaMGIHs7Gy8+uqruHr1KpYvX4758+cz/BAFM+Xw/wCMJEXGAQYTIJxSOLNe7//XJCLN8CokrV+/HgBw7733uty/YcMGPP744wCA5557DnV1dViwYAEqKiowatQobN++HTExMUr7tWvXIiwsDHPmzEFdXR0mTpyI999/HyaTSWmzadMmLF68WDkKbtasWVi3bp3yuMlkwtatW7FgwQKMHTsWkZGRmDt3Ll577TWv/gGISGdq5ZqkAIQko1Easaopk16XIYkopBiECN3TW1dVVcFqtcJut3P0iUgv/nsacHY/8JP/BtJ/7P/Xe3scUHYYmPsnYGhW1+2JyO8C9f3Nc7cRkb4EciSp7evU8iS3RKGGIYmI9KWmzTpJgaCc5JYhiSjUMCQRkX401gMOaaX/gBzd1vZ15KPqiChkMCQRkX7IQcVolo48CwSOJBGFLIYkItKP2jaH//v7lCQy1iQRhSyGJCLSj5oALiQp6yNPt10O3GsSkSYwJBGRftQGcCFJWTSn24hCFUMSEelHTYAP/wdaA9m1K4CzKXCvS0SqY0giIv1QTkkSwOm2qH6AwQhASEGJiEIGQxIR6UegF5IEAKNJCkptX5+IQgJDEhHpR6AXkpSxLokoJDEkEZF+KCNJAZxuA9oc4cYFJYlCCUMSEelHjQpHtwEcSSIKUQxJRKQPTQ1AfaV0O5A1SUBrKGNNElFIYUgiIn2Qp7oMpsCdkkQmT+/VcLqNKJQwJBGRPrStRzIG+KOLI0lEIYkhiYj0QTmyLcBF20CbmiSOJBGFEoYkItIHNdZIkilHt3EkiSiUMCQRkT6odWQb0BrMai8Dzc2Bf30iUgVDEhHpg1y4Heg1kgAgOkG6Fk6g7mrgX5+IVMGQRET6oIwkJQX+tU1mIDLetR9EFPQYkohIH2ouStdqTLcBrSNYrEsiChkMSUSkD2pOtwGt4YxHuBGFDIYkItIHNQu3AY4kEYUghiQi0j5nY2vBtBpLAABtRpIYkohCBUMSEWlf7WXp2mAEouLV6YMyksTpNqJQwZBERNonT3FFJQBGkzp94EgSUchhSCIi7VNOSaLSVBvQZkFJjiQRhQqGJCLSvrYnt1VLH063EYUahiQi0j61j2wDXEeShFCvH0QUMAxJRKR9aq+R1Pa1nQ1AfaV6/SCigGFIIiLt08JIkjkCsFhb+sMpN6JQwJBERNqn1CSpGJKANnVJPMKNKBQwJBGR9ilHt6k43Qa0hjQuA0AUEhiSiEj75JPbamYkidNtRKGAIYmItM3ZBFy7It1WsyYJ4EgSUYhhSCIibbt2BYAAYJBW3FaTHNJYk0QUEhiSiEjb5KmtqHjAFKZuX6JbQpp8LjkiCmoMSUSkbVo5sq1tHzjdRhQSGJKISNu0cmQbwOk2ohDDkERE2qastq2FkaSWoFbDU5MQhQKGJCLSNi2c3FYmjyQ11QENNer2hYj8jiGJiLRNS9Nt4dGAOVq6zbokoqDHkERE2qal6TaAC0oShRCGJCLSNi1NtwGt/WBIIgp6DElEpG1amm4DuAwAUQhhSCIi7RKC021EpBqGJCLSrvpKoLlRuq2Z6TaOJBGFCoYkItIuearNEguYI9Tti4wLShKFDIYkItIurRVtA64LShJRUGNIIiLtkut++mikHgngSBJRCGFIIiLtkkdrohPU7UdbHEkiChkMSUSkXcp0m4ZGkuSQ1FANNNap2xci8iuvQ9LevXsxc+ZMpKSkwGAw4LPPPnN5/PHHH4fBYHC5jB492qWNw+HAokWLkJCQgOjoaMyaNQvnz593aVNRUYHs7GxYrVZYrVZkZ2ejsrLSpc3Zs2cxc+ZMREdHIyEhAYsXL0ZDQ4O3u0REWqXF6bYIK2AKl25zGQCioOZ1SKqtrcWtt96KdevWeWwzdepUlJaWKpdt27a5PL5kyRJs2bIFOTk52LdvH2pqajBjxgw4nU6lzdy5c1FYWIjc3Fzk5uaisLAQ2dnZyuNOpxPTp09HbW0t9u3bh5ycHGzevBnLli3zdpeISKuU6TYNFW4bDG2WAWBIIgpmYd4+Ydq0aZg2bVqnbSwWC2w2m9vH7HY73nvvPXz44YeYNGkSAGDjxo1ITU3Fzp07MWXKFBw9ehS5ubnIz8/HqFGjAADvvvsuMjMzcfz4cQwbNgzbt29HcXExzp07h5SUFADA66+/jscffxwvvvgiYmNjvd01ItIaLR7dBkgLSladZ/E2UZDzS03S7t27kZiYiKFDh2L+/PkoL2/9ICkoKEBjYyOysrKU+1JSUpCeno79+/cDAPLy8mC1WpWABACjR4+G1Wp1aZOenq4EJACYMmUKHA4HCgoK3PbL4XCgqqrK5UJEGqbF6TaAC0oShQifh6Rp06Zh06ZN+PLLL/H666/j4MGDmDBhAhwOBwCgrKwM4eHhiIuLc3leUlISysrKlDaJiR0/FBMTE13aJCUluTweFxeH8PBwpU17q1evVmqcrFYrUlNTe72/RORHWpxuA9qcmoQhiSiYeT3d1pWHH35YuZ2eno4777wTAwcOxNatW/Hggw96fJ4QAgaDQfm57e3etGnrhRdewNKlS5Wfq6qqGJSItKqhFmislW5rLSRxGQCikOD3JQCSk5MxcOBAnDhxAgBgs9nQ0NCAiooKl3bl5eXKyJDNZsPFixc7bOvSpUsubdqPGFVUVKCxsbHDCJPMYrEgNjbW5UJEGiVPZYVFAJYYdfvSnjzdxqPbiIKa30PSlStXcO7cOSQnJwMAMjIyYDabsWPHDqVNaWkpioqKMGbMGABAZmYm7HY7Dhw4oLT5+uuvYbfbXdoUFRWhtLRUabN9+3ZYLBZkZGT4e7eIyN9qL0vX0YnSEWVa0ochiSgUeD3dVlNTg++//175+dSpUygsLER8fDzi4+OxcuVK/PjHP0ZycjJOnz6NX/3qV0hISMADDzwAALBarXjiiSewbNky9OvXD/Hx8Vi+fDlGjhypHO02fPhwTJ06FfPnz8c777wDAHjyyScxY8YMDBs2DACQlZWFESNGIDs7G6+++iquXr2K5cuXY/78+RwhIgoGypFtGlptW6ZMt7EmiSiYeR2SvvnmG9x3333Kz3KNz7x587B+/XocPnwYH3zwASorK5GcnIz77rsPn3zyCWJiWofL165di7CwMMyZMwd1dXWYOHEi3n//fZhMJqXNpk2bsHjxYuUouFmzZrmszWQymbB161YsWLAAY8eORWRkJObOnYvXXnvN+38FItIeOYBo7cg2gOdvIwoRBiGEULsTaqmqqoLVaoXdbufoE5HW7HkV2PU74PZsYLbnxWtVUXsFePUG6fa/XQZMZnX7QxRiAvX9zXO3EZE21Wp4JCkyDjC0jHyzLokoaDEkEZE21Wh0tW0AMBpba6VYl0QUtBiSiEiblKPbNBiSgDbLAFxWtx9E5DcMSUSkTVqebgO46jZRCGBIIiJt0vJ0G8DztxGFAIYkItKepgagvlK6Ha31kSQWbhMFK4YkItKeay11PgaTdCSZFnEkiSjoMSQRkfa0nWozavRjigtKEgU9jX76EFFIk6ewtFqPBLRZAoDTbUTBiiGJiLRHDkl9tBySeJJbomDHkERE2qNMt2m0aBtonW67dhlodqrbFyLyC4YkItIeZbotQd1+dCYqAYABEM3Atatq94aI/IAhiYi0R5lu0/BIkikMiIqXbrN4mygoMSQRkfboYboN4DIAREGOIYmItEcPhdsAF5QkCnIMSUSkPXpYAgBo7R9HkoiCEkMSEWlLczNQ27Litl6m2ziSRBSUGJKISFvqrgKi5ZB6LR/dBnC6jSjIMSQRkbbIgSMyDjCZ1e1LV1i4TRTUGJKISFv0cmQbwPO3EQU5hiQi0hY9rJEkUwq3Od1GFIwYkohIW6rLpOs+Ser2ozv6tCncFkLdvhCRzzEkEZG21FyUrvUQkqJaCsubG4G6CnX7QkQ+x5BERNoi1yTpYbrNHAFYrNJtHuFGFHQYkohIW/Q0kgRwGQCiIMaQRETaoqeRJIDLABAFMYYkItIWeSQpxqZuP7qLI0lEQYshiYi0w9kIXGs5JYlepts4kkQUtBiSiEg75NEYgwmIjFe3L93FBSWJghZDEhFph1K0nQgYdfLxJJ9fjgtKEgUdnXwKEVFI0FvRNtA63caRJKKgw5BERNqhjCTppGgbcF11m4iCCkMSEWlHdZvpNr3o06Zwm6cmIQoqDElEpB16W0gSaB31aqoH6u3q9oWIfIohiYi0Q48hyRwBRLScmkTuPxEFBYYkItIOPRZuA62jSdWl6vaDiHyKIYmItEOPI0kAENPS32qOJBEFE4YkItIGIdqckkRnIUkeSaopU7cfRORTDElEpA0NNUDjNel2tM6m2ziSRBSUGJKISBvkeqTwPoClj7p98RZHkoiCEkMSEWlDjQ7XSJLFyIXbHEkiCiYMSUSkDXot2gZa+8yRJKKgwpBERNpQreOQxJEkoqDEkERE2hAMI0kN1UBDrbp9ISKfYUgiIm3Q60KSAGCJAcxR0u1qTrkRBQuGJCLSBj2PJBkMbeqSOOVGFCwYkohIG/QckoA2dUkcSSIKFgxJRKQNel4CAGgNSRxJIgoaDElEpL5mJ1B7Sbothw296cORJKJgw5BEROqrvQyIZsBgBKIS1O5Nz8SwJoko2DAkEZH6qi9I19GJgClM3b70FEeSiIIOQxIRqU8OFnqdagM4kkQUhLwOSXv37sXMmTORkpICg8GAzz77zOVxIQRWrlyJlJQUREZG4t5778WRI0dc2jgcDixatAgJCQmIjo7GrFmzcP78eZc2FRUVyM7OhtVqhdVqRXZ2NiorK13anD17FjNnzkR0dDQSEhKwePFiNDQ0eLtLRKS26lLpOjZF3X70BkeSiIKO1yGptrYWt956K9atW+f28TVr1uCNN97AunXrcPDgQdhsNkyePBnV1dVKmyVLlmDLli3IycnBvn37UFNTgxkzZsDpdCpt5s6di8LCQuTm5iI3NxeFhYXIzs5WHnc6nZg+fTpqa2uxb98+5OTkYPPmzVi2bJm3u0REaqtqCUm6Hklq6XvdVaCJf6wRBQXRCwDEli1blJ+bm5uFzWYTL7/8snJffX29sFqt4u233xZCCFFZWSnMZrPIyclR2pSUlAij0Shyc3OFEEIUFxcLACI/P19pk5eXJwCIY8eOCSGE2LZtmzAajaKkpERp8/HHHwuLxSLsdnu3+m+32wWAbrcnIj/57BkhVsQKsfsVtXvSc83NQvwmQdqPirNq94YoqAXq+9unNUmnTp1CWVkZsrKylPssFgvGjx+P/fv3AwAKCgrQ2Njo0iYlJQXp6elKm7y8PFitVowaNUppM3r0aFitVpc26enpSElpHZ6fMmUKHA4HCgoK3PbP4XCgqqrK5UJEGqDUJCWr24/e4KrbREHHpyGprEz6oEtKcl0xNykpSXmsrKwM4eHhiIuL67RNYmLHBeUSExNd2rR/nbi4OISHhytt2lu9erVS42S1WpGamtqDvSQin5NrkvQckoDWkMS6JKKg4Jej2wwGg8vPQogO97XXvo279j1p09YLL7wAu92uXM6dO9dpn4goQJTCbX2HJNESkv5+7DjyfrgCZ7NQuUdE1Bs+DUk2m1S42H4kp7y8XBn1sdlsaGhoQEVFRadtLl7sOFx96dIllzbtX6eiogKNjY0dRphkFosFsbGxLhciUlmTA7h2Rbqt45Gk3KJSfHqiCQCwu+AwHn03H+Ne+RK5RaUq94yIesqnISktLQ02mw07duxQ7mtoaMCePXswZswYAEBGRgbMZrNLm9LSUhQVFSltMjMzYbfbceDAAaXN119/Dbvd7tKmqKgIpaWtH0Dbt2+HxWJBRkaGL3eLiPxJnpoyWYDIuM7balRuUSme3vgtTjtiAABJkP4ILLPX4+mN3zIoEemU10vb1tTU4Pvvv1d+PnXqFAoLCxEfH48BAwZgyZIleOmllzBkyBAMGTIEL730EqKiojB37lwAgNVqxRNPPIFly5ahX79+iI+Px/LlyzFy5EhMmjQJADB8+HBMnToV8+fPxzvvvAMAePLJJzFjxgwMGzYMAJCVlYURI0YgOzsbr776Kq5evYrly5dj/vz5HCEi0pO2C0l2MS2vRc5mgVVfFEMAKEM8ACDJIIUkAcAAYNUXxZg8wgaTUX/7RxTKvA5J33zzDe677z7l56VLlwIA5s2bh/fffx/PPfcc6urqsGDBAlRUVGDUqFHYvn07YmJilOesXbsWYWFhmDNnDurq6jBx4kS8//77MJlMSptNmzZh8eLFylFws2bNclmbyWQyYevWrViwYAHGjh2LyMhIzJ07F6+99pr3/wpEpB6dF20fOHUVpfZ6AMBFIY2E2Qyt5QQCQKm9HgdOXUXm4H5qdJGIesgghAjZysKqqipYrVbY7XaOPhGpJX89kPs8MOJ+YM4f1O6N1/5cWIJncwoBAEMM57HD8hwqRB/c7vi9S7t/f+Q2zL7tehV6SBR8AvX9zXO3EZG6dH5KksSYCOW2PJIUZ6iBBQ0e2xGRPjAkEZG6dH5y2x+lxSPZGgEDgCpEoVZYAAA2w1UAUk1SsjUCP0qLV6+TRNQjDElEpK6qC9K1TmuSTEYDVswcAQAwwIAyIYWhZMNVyGXaK2aOYNE2kQ4xJBGRuoLglCRT05Ox/rE7YLNGKCHJhquwWSOw/rE7MDVdv/tGFMq8PrqNiMingiAkAVJQmjzChisbNwInj+AXo/qg/8wJHEEi0jGOJBGRehzVQEO1dFunNUltmYwGJKYMAgAMNFcyIBHpHEMSEalHHkWyxAKWPur2xVfko/TkWisi0i2GJCJSj1K0rf9RJEVsy1pIDElEuseQRETqqSqRrnW6RpJbsS21VQxJRLrHkERE6rHLIam/uv3wJXkkqeYi4GxUty9E1CsMSUSknqrz0rU1iE7XEZUAGM0AhBSUiEi3GJKISD3KSFIQhSSjsXU5A065EekaQxIRqUeuSQqmkSSAR7gRBQmGJCJSTzDWJAEs3iYKEgxJRKQORzXgsEu3g24kSV4GoETdfhBRrzAkEZE65FEkixWwxKjbF1+Ta5KqS9XtBxH1CkMSEakjGI9sk7EmiSgoMCQRkTqC8cg2GafbiIICQxIRqSNYj2wDWvep6gLQ7FS3L0TUYwxJRKSOYD2yDZBqkoxhQHNT60l8iUh3GJKISB3BXJNkNLXWJdnPqdsXIuoxhiQiUkcw1yQBgHWAdG0/r24/iKjHGJKIKPCEaFOTFITTbUDrflWeVbcfRNRjDElEFHh1FUDjNem2PC0VbPqmStecbiPSLYYkIgo8eRQpqh9gjlS3L/5ibQlJlQxJRHrFkEREgSfX6QRrPRLQZiSJNUlEesWQRESBJ9fpxA1Utx/+ZG0z3SaEun0hoh5hSCKiwJNDUt9gDkkthdsNNVINFhHpDkMSEQVexWnpOphDkjkSiL5Ous3ibSJdYkgiosBTRpIGqNsPf7OyLolIzxiSiCjwQiYkyWslcSSJSI8YkogosOrtQH2ldDvYQ5K8f5xuI9IlhiQiCix5FCmqH2Dpo25f/E1ZK4mrbhPpEUMSEQVWqEy1AVwriUjnGJKIKLBC4fB/mTKSdEbdfhBRjzAkEVFghdJIUtwg6fraFaC+StWuEJH3GJKIKLAqWkZVQiEkRcRKtVdA69pQRKQbDElEFFjKKUkGqdqNgIlLk64Zkoh0hyGJiAIrlKbbgNYwWHFK1W4QkfcYkogocOoqAYddui0XNQe7eI4kEekVQxIRBY58lFd0IhAepW5fAkUeSbrKkSQivWFIIqLAkYNCXAgc/i9TapIYkoj0hiGJiALn6knpOn6wuv0IJHkkqfIc4GxStStE5B2GJCIKnKs/SNfxN6jbj0CKSQZMFkA4eQ43Ip1hSCKiwJGn20IpJBmNrdOLLN4m0hWGJCIKHHm6rV8IhSSAdUlEOsWQRESB0VALVJdKt0NpJAlos1bSaTV7QUReYkgiosCQp9oi46RLKJHXSuIyAES6wpBERIERike2ybjqNpEuMSQRUWAoISnEptqA1mB45SQghLp9IaJuY0giosAIxcP/ZXGDAIMJaKwFqi6o3Rsi6iaGJCIKjFA8/F8WFt465XblhKpdIaLu83lIWrlyJQwGg8vFZrMpjwshsHLlSqSkpCAyMhL33nsvjhw54rINh8OBRYsWISEhAdHR0Zg1axbOnz/v0qaiogLZ2dmwWq2wWq3Izs5GZWWlr3eHiHxFOfw/BGuSACBhiHR9mSGJSC/8MpJ08803o7S0VLkcPnxYeWzNmjV44403sG7dOhw8eBA2mw2TJ09GdXW10mbJkiXYsmULcnJysG/fPtTU1GDGjBlwOp1Km7lz56KwsBC5ubnIzc1FYWEhsrOz/bE7RNRbDbVAVYl0OxRHkoDWkHTle3X7QapyNgvk/XAFfy4sQd4PV+BsZo2aloX5ZaNhYS6jRzIhBN588038+te/xoMPPggA+MMf/oCkpCR89NFH+PnPfw673Y733nsPH374ISZNmgQA2LhxI1JTU7Fz505MmTIFR48eRW5uLvLz8zFq1CgAwLvvvovMzEwcP34cw4YN88duEVFPXf6HdB19HRAVr25f1NKPI0mhLreoFKu+KEapvV65L9kagRUzR2BqerKKPSNP/DKSdOLECaSkpCAtLQ2PPPIITp6UhtlPnTqFsrIyZGVlKW0tFgvGjx+P/fv3AwAKCgrQ2Njo0iYlJQXp6elKm7y8PFitViUgAcDo0aNhtVqVNu44HA5UVVW5XIgoAC61hKSEoer2Q02cbgtpuUWleHrjty4BCQDK7PV4euO3yC2SFlrlSJO2+HwkadSoUfjggw8wdOhQXLx4Eb/73e8wZswYHDlyBGVlZQCApKQkl+ckJSXhzJkzAICysjKEh4cjLi6uQxv5+WVlZUhMTOzw2omJiUobd1avXo1Vq1b1av+IqAcuH5euQzkkySNJ9nNAYx1gjlS3PxQwzmaBVV8Uw13cEQAMAFZ9UYzmZuC3WznSpCU+H0maNm0afvzjH2PkyJGYNGkStm7dCkCaVpMZDAaX5wghOtzXXvs27tp3tZ0XXngBdrtduZw7xzNyEwXEpZaQdF0IT4VHJwARVgACuPKD2r2hADpw6mqHEaS2BIBSez0WfNT1SBMFlt+XAIiOjsbIkSNx4sQJpU6p/WhPeXm5Mrpks9nQ0NCAioqKTttcvHixw2tdunSpwyhVWxaLBbGxsS4XIgqASxxJgsHQOprEZQBCSnm154DUFXn0adUXxZx6U4HfQ5LD4cDRo0eRnJyMtLQ02Gw27NixQ3m8oaEBe/bswZgxYwAAGRkZMJvNLm1KS0tRVFSktMnMzITdbseBAweUNl9//TXsdrvShog0oqmh9fD/UB5JAtrUJfEIt1CSGBPRq+fLI00HTl31TYeo23xek7R8+XLMnDkTAwYMQHl5OX73u9+hqqoK8+bNg8FgwJIlS/DSSy9hyJAhGDJkCF566SVERUVh7ty5AACr1YonnngCy5YtQ79+/RAfH4/ly5cr03cAMHz4cEydOhXz58/HO++8AwB48sknMWPGDB7ZRqQ1V08CwgmE9wFir1e7N+qSR9IuHVO3HxRQP0qLR7I1AmX2erd1Sd3VmxEp6hmfh6Tz58/j0UcfxeXLl3Hddddh9OjRyM/Px8CBAwEAzz33HOrq6rBgwQJUVFRg1KhR2L59O2JiYpRtrF27FmFhYZgzZw7q6uowceJEvP/++zCZTEqbTZs2YfHixcpRcLNmzcK6det8vTtE1FtK0fYQacoplCWOkK7Lj6rbDwook9GAFTNH4OmN38IAuASl9j93prcjUuQ9gxChe7bFqqoqWK1W2O121icR+Unz7jUw7n4R51Jn4fy9b+JHafEwGUM0LFWcAf79FsBoBn5dCpjMaveIAsjTOkn/Nn04frv1qMeRJgMAmzUC+345IXT/77QTqO9vvywmSUQESF8Khr17MQXAxycj8daJ/NA+pLnvACA8BmioltZLShqhdo8ogKamJ2PyCBsOnLqK8up6JMZEKH80GI0GjyNNALBi5ggGJBXwBLdE5Bfy4nkDmk4DAP4h+gMI8UOaDQYgcbh0u7xY3b6QKkxGAzIH98Ps265H5uB+SvCZmp6M9Y/dAZvVdUrNZo3A+sfuCM0/KjSAI0lE5HPy4nlhaMKNhgsAgKPNAwC4Lp43eYQt9P46ThwOnD/AkEQddDbSROpgSCIin5MXzxtuKIHZ4IRdRKEECcrjbQ9pzhzcT72OqiHpZumaxdvkhjzSRNrA6TYi8jn5UOXhBul0Q8fEALRWV3RsF1LkI9wuHlG3H0TUJYYkIvI5+VDl4cazAIDi5oGdtgspckiqPAM4atTtCxF1iiGJiHxOXjzPdSSplQHSoc8/SotXoXcqi+4H9Gk5fRIXlSTSNIYkIvI5k9GAFTOGKyNJctE2wEOaAbTWJZV9p24/iKhTDElE5BdTBxrQz1ANJ4w4LlKV+3lIM4Dk26TrC4Vq9oKIusCj24jIPy4WAQCMCTfi/Wn38JDmtlJuk64vHFK1G0TUOYYkIvKPlqkkQ1I6D2luL+V26br8KNBYD5hDsICdSAc43UZE/lHyrXR9/R3q9kOLrKlAZDzQ3AiUcykAIq1iSCIi/5BDUgpDUlvOZoG8k1dxMUZaCqC5pFDdDhGRRwxJROR7VaVA9QXAYASSb1W7N5qRW1SKca98iUffzcefLkhTkF/kbgvN89gR6QBDEhH53oWWUaTrhgOWPur2RSPkE/6W2qVVxg83pwEAbmw6Ebon/CXSOIYkIvK9kgLpmvVIAFpP+Cva3He4+QYAwFDDeVjQgFVfFMPZLNxvgIhUwZBERL7Hom0X8gl/27qAfigXfWE2ODHScFI54S8RaQdDEhH5VrOzTUjKULcvGuH+RL4GHGweCgC4y3i8k3ZEpBaGJCLyrfJiwGEHwvsAiTer3RtN8HQi32+ahwEA7mwJSSF5wl8iDWNIIiLfOpMnXaeOAkxcrxZoPeFv+3XGD7aEpAzjP5ASGx6aJ/wl0jCGJCLyrTNfSdcDM9Xth4aYjAasmCmti9Q2KB0VA1ErLLAarmHN+HCeroVIYxiSiMh3hADOtowkDRijbl80Zmp6MtY/dgds1tYpNSdMOGKURpPGhX+vVteIyAOOhROR71w9CdRcBEzhLNp2Y2p6MiaPsOHAqavKCX/vPDMN2PsdcDYfuOsJtbtIRG0wJBFRjzmbhcsX/qjKfdLw9PUZPGmrByajwfWEv4YxwF4Ap/8mjcQZOOVGpBUMSUTUI7lFpVj1RbHL+j/vRn2CyQAw6G7V+qU7qaOBsAiguhS4dAxIHK52j4ioBWuSiMhr7U+xAQBGNONO598BAPnG21TqmQ6ZI4CBY6XbP3ypbl+IyAVDEhF5xd0pNgBgpOEk4gw1qBJRWL7fzFNseGPwBOmaIYlIUxiSiMgr7k6xAQD3GL8DAHzVfDPOVzXyFBvekEPS6a+ARq66rVfOZoG8H67gz4UlyPvhCv9QCAKsSSIir3g6dcY9Jikk7W2+pdN25EbicKCPDagpk9aZunGi2j0iL7mr0Uu2RmDFzBGYmp6sYs+oNziSRERecXfqjHhU4Q7DCQDAXuctHtuRBwYDMDRLun1sq7p9Ia+5q9EDgDJ7PZ7e+C1yi0pV6hn1FkMSEXnF3Sk2JpsKYDIIHG4ehAu4DsnWCJ5iw1s3zQQAiGNbkff9JU7Z6ISnGj0Ayn2rvijm+6hTnG4jIq/Ip9h4euO3MED6IphmPAAAyHX+CACwYuYInmLDWzeMR1NYNMJqyrDmvU04JIYA4JSN1nmq0ZMJAKX2ehw4ddV1faxeaL8+2Y/S4vn/zU8YkojIa/IpNlZ9UYxa+xWMMRYBAAqixmH97Dv4hd4DuceuotExEjNN+Zhi+gaHmqSQJE/ZrH+M/65a1N3aO1/V6LH2KbA43UZEPTI1PRn7fjkBmyfYEW5w4pr1Rmx64Z/5Qd0D8pSNPBI3w5QHA5oBcMpG67pbe+eLGj3WPgUeQxIR9ZjJaMCQ0s8BAFG3z+GQfw/JUzZ/bb4d1SIS/Q2XMcp4THm87ZQNaYu7Gr22DIBPavRY+6QOhiQi6rnKs8CpvdLt2x5Vty86Jk/F1MOCrc5RAIAfG/d6bEfaIdfoAegQlOSffVGj503tE/kOQxIR9dzfc6TrtHuAvgPU7YuOtZ2K+R/nPQCAaaYDiES9x3YUeJ4Wi5Rr9GxW1/fHZo3wWS1ZoGufSMLCbSLyqNOjaJqdwKEPpdu3PaZeJ4OAPGVTZq/HN2IYTjcnYZDxIu43fYWPnRNhgPSFy2UV1NNVwfTU9GRMHmHz21Fngax9olYMSUTkVpdH0Rz7X2m6LTIeGD5TxZ7qn+uyCgZ86JyEfzNuwr+YcpHjnADA4DJlw0PAA0sumG5f7dP+yEOT0eCzw/zbaxuk3VUdMUj7B6fbiKiDbh1Fk/ef0p13PQGER6nQy+DSdsrmj877UCMiMNRYglkxx12mbHKLSjHulS/x6Lv5eDanEI++m49xr3zJI5t6ydNUmlYKpgNV+0SuDEKIkC2Fr6qqgtVqhd1uR2xsrNrdIdIEZ7PAuFe+9FgkagAwKeYM3m18ATCFA0uKgJikwHYyiMmjRIlf/R8MPrkRIm08DPOkIwg9jWjIX4tcS6lnOhs1tUaG49F387vcxsfzR/ttFKktrpMkCdT3N6fbiMhF10fRCPxL/YeACcAtDzMg+ZgyZRP/HPAfn8Bwag9wai+cA+/udETDAGlEY/IIW8iNJnRn+tFTm66m0n46dlC3+hCogml/1z6RK4YkInLR1Yf9OGMRxpiK4TSaYRr/XIB6FYLiBgIZjwMH3wX++lscuPdjr05/ESp1S90ZWfHU5t+mD8dvtx7tNHhuKSzpVj8CWTDtz9oncsWQRBSiPH2JdvZhb4ITvwr7CABwcehjSOFh//51z3Lg0Ebg/AGEHfsMQNfTKeXV9d0KDnoKUT0dBVr/2B0A4LHNgo8Odfq6AsDV2kbER4ejoraBBdMhiCGJKAR19iU6eYTN41E0PzNtwwjjGVShD5Km/zqwnQ5FMTZg3BJg92rceuRlxOIlVCG606ecvnwNb+78R5fBQS91Lb0ZBVr5+REAhk6Lrrvj/ttSsOGr08oJnWVaLZjWUwDWOhZus3CbQkx3in8B6a9voPVLIc1Qiv8b/jwiDI04fOdLGDnjmYD0N+Q1OYD1Y4ErJ/C/xglYdO1nHkc0kmItAAwoq/JcdG+NMsN+rbFbxd9dfdn2phaoO4939rsayC+uj+ePhr2uQRfBMlQKuwP1/c2QxJBEQcrdlw+ALo9cs1kjsO+XE7CjuEz5sI2AA1vC/w+GG8/hcuIYJDy9DTDwL9OAObMf2PBPAASWNTyFT5vvcTuisWTSEKzdeaLHL+Pp/Ze1/bLtTS1Qd7YxeYSt09/VQGj772EyGjQ/QhNKRz8yJAUAQxIFK09fPo/cldqtL1H5cGZns8CBk5eRumsx+pdsg4hOhOGpv0nTQBRYu18Gdq+G0xSBJ42r8NfqVOUhOVg4mprxbE5hr1/qF5OGup2yk79sn7wnDb/fe6pbo5E93UZvA5+3PE2l6SVYdGfpDj0Fvq4wJAUAQxLplb+nKP79kdsw+7brASGArcuAb94DjGHAP/8ZGDTOl7tC3dXsBD6aA3y/EyIyDn+f9DHOmAa4vP95P1zp1po+XekbaUZlXaPHx40GwNPaid2Z9uvONqxd9KErbftxsarzVar/bfoI/Harvqeouvved3fqUOshiuskEWmQ2jUaQNdF112tDtwdiTERUi3M54uA7z4BYAAeeIcBSU1GE/DQH4APZsNQ8g1u2/kobnvkI2DgGKVJV6eu6K6uwklni0sLAGVVji5fo6tteBOQPI0CrZx1MwC0nO7Fc9H11PRkTEnX99pD3V2naUdxGTZ8ddonhf2B+Dz01CZQOJKkwZGkQHzRBmobeuprb8JJIGo05Mc7m8LwWU3KzwbA9NlTQMk3gMEEzPr/gNt5EltNuHYV2PSQ9N4YzcCEfwXGLJJCFFpHEoGOoUAA6OuhcFtu09sRHF/qG2mGvc5zX7s7ChQKxczdHUmKjw7H1doGt495U9gfiM/Dztosvy8VP8kcxuk2f+pJSPL3l3UgvmgDtQ099bW34SQQNRr/Ofd2/Hbr0U5rDrz5gnP3l3UfXMOW2w/hxhP/DTTVAZZY4KENwI2TurVNCpCGa8BnTwHFf5Z+vv5OYPJvgEFjAXT++w50PHIRUK8WqDNybRTQeb2Qr/6g0zO5JqmzE+DGRZtxtbZ3U5hyMH3mI/9+HnbVptlxDWffnMOQ1JW33noLr776KkpLS3HzzTfjzTffxN13392t53obkvz9ZQ307pcGCMyXtS9+wbXU196GEyAwNRq9/YBr6xeThiLn4NmWfRK4yXAO/xL1Nzxg3IfwRrvU6Ib7gNnrAGt/n7wm+ZgQwKEPgdwXgIYa6b7U0cCd/wIM+yc4w2N69MeYfFRZZ1N2RoP08l0tReCpFqg72+juUXbUqrNRRAD46dhBeO+r071+nc5Go4Defx52p02z4xrOMSR17pNPPkF2djbeeustjB07Fu+88w7+67/+C8XFxRgwoOuVgL0JSf4eSZCHwSuvuf8S9NUXbSC2oae+dmcbvgwngdD5FIXA4Nhm/OX/SYLhYhEu/SMfMSV7EVVX1tqo3xBgwq+BEffzMH89qC4D9rwCfPsB0Nwk3WcMAwZkAgPHAraRQNLNUtg1mZWndaf4H3D/ZSt/3nl63NNaW95uQy9FxFrii5P16gFDUjeMGjUKd9xxB9avX6/cN3z4cNx///1YvXp1l89XQtK+9xDbJ8r1wTb/LM1C4Hdbi1F5rRGe/ltK3yXu/ykNEIiNkD6cquq7OxXi+W3x2IdOn+Opb973obPX8eW21N7PzkqdA9G3nv7b3HNDLA6fuoBI1CPK4EA06hGDa7AZKpBkuIpog5uiWpMFGDIZuGMecONEpb6FdKSqFCjcCBR+DFz9wU0Dg7R0Q+z1QGRfwBIjTadaYoCwCClAGcNars0ovngNnxddQmWdFLwEDLBGhmHmrddj5PVWHC6pwud/v6BM70qPmzH7tutxS/++AAz4rqQSWw5dQOW1RoiW39q+UWY8cPv1uLV/X/z9fCW2HCpx+eOw7ePUM81C4IdLtaiqb0BsRDgGXxcNo8GAZiHwm/8t9liTpicOhwNvv7GWIcmThoYGREVF4U9/+hMeeOAB5f5nn30WhYWF2LNnT4fnOBwOOBytXxBVVVVITU2F/fkYxFr4VwmFkD42wJYOJKUDg+6WjpAKj+r6eaQPV34AfvgSuHAIKP0OuHwccHqeHiHSmyqHgPXlai4B4Mnly5fhdDqRlJTkcn9SUhLKysrcPmf16tVYtWpVxwfSxgOR5o73t0w1XKyqx9HSauXuzlKl8PA3vqf7O9teZ8/xNJagdt968vqdjfP05N/Gl32T77eEGdHQ1OyyDXdTBMLlp1YRZmlkpq6x2f3rCOnXrf2fLG37FRVuwq2pfZH3wxWPfR57Yz/0T+gLhEej2RyFszVGVDaZER3TFzfccCNMsSnSaIKlj9t+UJDoN1i6yJqbgWuXAft5oOoC4KgC6qtaru1SgHI2As2NgLNJmraTbwNQftuVX9Ae/kyacLnGge/La9HQ5FTuCw8z4cZE6byAxReqPD53eHIsfrjk+twO2h8V0k54mBGAodNtdNWm1tkE4GvPL+Ijug1JMkO7mgkhRIf7ZC+88AKWLl2q/CyPJOGRTUAnSfTkD1fwuMrzuL4qhgzENvTU1+5sQz6aY+lHvaiveFiq0fh/e1Oj8cgdSE1PxpFOag76tylkNQIY5GGfKcQYjUCfROly/R1q94ZUlgAgrl2d111t6ryudfIZc116Mgp6W7P2cNc1a121aW68BmCOt7vuNd2GpISEBJhMpg6jRuXl5R1Gl2QWiwUWi8Xr1+rOAm2+CBby+hRAzxdGm3+39Mvp6fFAbUNPfe1qG/JRNOuNd3T44LC1Ocrm9gFxnT4OSMWovd3G1PRkTB6h74XviEhdJqMBmYP7uX2sq8+YqenJPvks62obnbVZft8Q/ORNn/1zeKTbmiRAKtzOyMjAW2+9pdw3YsQIzJ4927vCbS+ObgP8d7RHd1c61cK6Qd3Zhp762t3F5rSwqCURkRaouSBxbU01z93WFXkJgLfffhuZmZn4/e9/j3fffRdHjhzBwIEDu3y+1tZJ8uZwV618WWvldRhOiIhCB09w201vvfUW1qxZg9LSUqSnp2Pt2rW45557uvVcLa64TURERJ1jSAoArZ67jYiIiDwL1Pe30W9bJiIiItIxhiQiIiIiNxiSiIiIiNxgSCIiIiJygyGJiIiIyA2GJCIiIiI3GJKIiIiI3GBIIiIiInKDIYmIiIjIjTC1O6AmebHxqqoqlXtCRERE3SV/b/v7pCEhHZKuXLkCAEhNTVW5J0REROStK1euwGq1+m37IR2S4uPjAQBnz5716z+y1lRVVSE1NRXnzp0LqXPWcb+536GA+839DgV2ux0DBgxQvsf9JaRDktEolWRZrdaQ+uWSxcbGcr9DCPc7tHC/Q0uo7rf8Pe637ft160REREQ6xZBERERE5EZIhySLxYIVK1bAYrGo3ZWA4n5zv0MB95v7HQq43/7db4Pw9/FzRERERDoU0iNJRERERJ4wJBERERG5wZBERERE5AZDEhEREZEbQR2SXnzxRYwZMwZRUVHo27ev2zZnz57FzJkzER0djYSEBCxevBgNDQ2dbtfhcGDRokVISEhAdHQ0Zs2ahfPnz/thD3xj9+7dMBgMbi8HDx70+LzHH3+8Q/vRo0cHsOe9N2jQoA778Pzzz3f6HCEEVq5ciZSUFERGRuLee+/FkSNHAtTj3jt9+jSeeOIJpKWlITIyEoMHD8aKFSu6/L3W4/v91ltvIS0tDREREcjIyMDf/va3Ttvv2bMHGRkZiIiIwA033IC33347QD31jdWrV+Ouu+5CTEwMEhMTcf/99+P48eOdPsfT//9jx44FqNe9t3Llyg79t9lsnT5H7+814P7zy2Aw4JlnnnHbXq/v9d69ezFz5kykpKTAYDDgs88+c3m8p5/JmzdvxogRI2CxWDBixAhs2bLF674FdUhqaGjAQw89hKefftrt406nE9OnT0dtbS327duHnJwcbN68GcuWLet0u0uWLMGWLVuQk5ODffv2oaamBjNmzIDT6fTHbvTamDFjUFpa6nL52c9+hkGDBuHOO+/s9LlTp051ed62bdsC1Gvf+c1vfuOyD//6r//aafs1a9bgjTfewLp163Dw4EHYbDZMnjwZ1dXVAepx7xw7dgzNzc145513cOTIEaxduxZvv/02fvWrX3X5XD2935988gmWLFmCX//61zh06BDuvvtuTJs2DWfPnnXb/tSpU/inf/on3H333Th06BB+9atfYfHixdi8eXOAe95ze/bswTPPPIP8/Hzs2LEDTU1NyMrKQm1tbZfPPX78uMt7O2TIkAD02Hduvvlml/4fPnzYY9tgeK8B4ODBgy77vGPHDgDAQw891Onz9PZe19bW4tZbb8W6devcPt6Tz+S8vDw8/PDDyM7Oxt///ndkZ2djzpw5+Prrr73rnAgBGzZsEFartcP927ZtE0ajUZSUlCj3ffzxx8JisQi73e52W5WVlcJsNoucnBzlvpKSEmE0GkVubq7P++4PDQ0NIjExUfzmN7/ptN28efPE7NmzA9MpPxk4cKBYu3Ztt9s3NzcLm80mXn75ZeW++vp6YbVaxdtvv+2HHgbGmjVrRFpaWqdt9PZ+/+hHPxJPPfWUy3033XSTeP755922f+6558RNN93kct/Pf/5zMXr0aL/10d/Ky8sFALFnzx6PbXbt2iUAiIqKisB1zMdWrFghbr311m63D8b3Wgghnn32WTF48GDR3Nzs9vFgeK8BiC1btig/9/Qzec6cOWLq1Kku902ZMkU88sgjXvUnqEeSupKXl4f09HSkpKQo902ZMgUOhwMFBQVun1NQUIDGxkZkZWUp96WkpCA9PR379+/3e5994fPPP8fly5fx+OOPd9l29+7dSExMxNChQzF//nyUl5f7v4M+9sorr6Bfv3647bbb8OKLL3Y67XTq1CmUlZW5vL8WiwXjx4/Xzfvrjt1u79aJIPXyfjc0NKCgoMDlfQKArKwsj+9TXl5eh/ZTpkzBN998g8bGRr/11Z/sdjsAdOu9vf3225GcnIyJEydi165d/u6az504cQIpKSlIS0vDI488gpMnT3psG4zvdUNDAzZu3Iif/vSnMBgMnbbV+3vdVk8/kz39Dnj7OR7SIamsrAxJSUku98XFxSE8PBxlZWUenxMeHo64uDiX+5OSkjw+R2vee+89TJkyBampqZ22mzZtGjZt2oQvv/wSr7/+Og4ePIgJEybA4XAEqKe99+yzzyInJwe7du3CwoUL8eabb2LBggUe28vvYfvfCz29v+398MMP+I//+A889dRTnbbT0/t9+fJlOJ1Or94nd//fk5KS0NTUhMuXL/utr/4ihMDSpUsxbtw4pKene2yXnJyM3//+99i8eTM+/fRTDBs2DBMnTsTevXsD2NveGTVqFD744AP85S9/wbvvvouysjKMGTMGV65ccds+2N5rAPjss89QWVnZ6R+3wfBet9fTz2RPvwPefo6HedVaA1auXIlVq1Z12ubgwYNd1trI3CVyIUSXSd0Xz+mtnvxbnD9/Hn/5y1/wxz/+scvtP/zww8rt9PR03HnnnRg4cCC2bt2KBx98sOcd7yVv9vsXv/iFct8tt9yCuLg4/OQnP1FGlzxp/16q8f6215P3+8KFC5g6dSoeeugh/OxnP+v0uVp9vzvj7fvkrr27+/Vg4cKF+O6777Bv375O2w0bNgzDhg1Tfs7MzMS5c+fw2muv4Z577vF3N31i2rRpyu2RI0ciMzMTgwcPxh/+8AcsXbrU7XOC6b0GpD9up02b5jLz0V4wvNee9OQz2Ref47oLSQsXLsQjjzzSaZtBgwZ1a1s2m61DEVdFRQUaGxs7JNC2z2loaEBFRYXLaFJ5eTnGjBnTrdf1lZ78W2zYsAH9+vXDrFmzvH695ORkDBw4ECdOnPD6ub7Um98B+Wit77//3m1Iko+YKSsrQ3JysnJ/eXm5x9+JQPF2vy9cuID77rsPmZmZ+P3vf+/162nl/XYnISEBJpOpw1+Fnb1PNpvNbfuwsLBOA7MWLVq0CJ9//jn27t2L/v37e/380aNHY+PGjX7oWWBER0dj5MiRHn83g+m9BoAzZ85g586d+PTTT71+rt7f655+Jnv6HfD2c1x3ISkhIQEJCQk+2VZmZiZefPFFlJaWKv/427dvh8ViQUZGhtvnZGRkwGw2Y8eOHZgzZw4AoLS0FEVFRVizZo1P+tVd3v5bCCGwYcMG/PM//zPMZrPXr3flyhWcO3fO5RdVDb35HTh06BAAeNyHtLQ02Gw27NixA7fffjsAqRZgz549eOWVV3rWYR/xZr9LSkpw3333ISMjAxs2bIDR6P3Mulbeb3fCw8ORkZGBHTt24IEHHlDu37FjB2bPnu32OZmZmfjiiy9c7tu+fTvuvPPOHv1/UIMQAosWLcKWLVuwe/dupKWl9Wg7hw4d0uT72l0OhwNHjx7F3Xff7fbxYHiv29qwYQMSExMxffp0r5+r9/e6p5/JmZmZ2LFjh8tswvbt270fzPCqzFtnzpw5Iw4dOiRWrVol+vTpIw4dOiQOHTokqqurhRBCNDU1ifT0dDFx4kTx7bffip07d4r+/fuLhQsXKts4f/68GDZsmPj666+V+5566inRv39/sXPnTvHtt9+KCRMmiFtvvVU0NTUFfB+9sXPnTgFAFBcXu3182LBh4tNPPxVCCFFdXS2WLVsm9u/fL06dOiV27dolMjMzxfXXXy+qqqoC2e0e279/v3jjjTfEoUOHxMmTJ8Unn3wiUlJSxKxZs1zatd1vIYR4+eWXhdVqFZ9++qk4fPiwePTRR0VycrJu9rukpETceOONYsKECeL8+fOitLRUubSl9/c7JydHmM1m8d5774ni4mKxZMkSER0dLU6fPi2EEOL5558X2dnZSvuTJ0+KqKgo8Ytf/EIUFxeL9957T5jNZvE///M/au2C155++mlhtVrF7t27Xd7Xa9euKW3a7/fatWvFli1bxD/+8Q9RVFQknn/+eQFAbN68WY1d6JFly5aJ3bt3i5MnT4r8/HwxY8YMERMTE9TvtczpdIoBAwaIX/7ylx0eC5b3urq6Wvl+BqB8bp85c0YI0b3P5OzsbJcjW7/66ithMpnEyy+/LI4ePSpefvllERYWJvLz873qW1CHpHnz5gkAHS67du1S2pw5c0ZMnz5dREZGivj4eLFw4UJRX1+vPH7q1KkOz6mrqxMLFy4U8fHxIjIyUsyYMUOcPXs2gHvWM48++qgYM2aMx8cBiA0bNgghhLh27ZrIysoS1113nTCbzWLAgAFi3rx5uthPWUFBgRg1apSwWq0iIiJCDBs2TKxYsULU1ta6tGu730JIh5yuWLFC2Gw2YbFYxD333CMOHz4c4N733IYNG9z+3rf/mygY3u///M//FAMHDhTh4eHijjvucDkUft68eWL8+PEu7Xfv3i1uv/12ER4eLgYNGiTWr18f4B73jqf3te3vb/v9fuWVV8TgwYNFRESEiIuLE+PGjRNbt24NfOd74eGHHxbJycnCbDaLlJQU8eCDD4ojR44ojwfjey37y1/+IgCI48ePd3gsWN5reemC9pd58+YJIbr3mTx+/HilvexPf/qTGDZsmDCbzeKmm27qUVg0CNFSzUZEREREipBeAoCIiIjIE4YkIiIiIjcYkoiIiIjcYEgiIiIicoMhiYiIiMgNhiQiIiIiNxiSiIiIiNxgSCIiIiJygyGJiIiIyA2GJCIiIiI3GJKIiIiI3GBIIiIiInLj/wfpjWGsZR+lGwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0yrczZ844cyhE5I3c2ZKk0bSadZvjkoj8lVtCUmNjI2bOnImSkhLk5eXJrUgAoNfr0dDQgIqKCrttysvL5ZYhvV6PCxfafzBdvHjRrkzbFqOKigo0Nja2a2Gy0el0iIyMtLsRkUq5syWp9X4Zkoj8lstDki0gHT9+HDt37kRMTIzd+pSUFGi1WuTl5cnLSktLUVxcjDFjxgAA0tLSYDQasX//frnMvn37YDQa7coUFxejtLRULrNjxw7odDqkpKS4+rCIyNu4cwoAgBNKEhGCurtBTU0NTpw4If9cUlKCoqIiREdHw2Aw4Oc//zkOHjyIf/zjHzCbzXJrT3R0NIKDgyFJEubMmYPFixcjJiYG0dHRWLJkCUaOHInJkycDAIYPH45p06Zh7ty52LBhAwBg3rx5yMjIwNChQwEA6enpGDFiBLKysvDSSy/hypUrWLJkCebOncsWIiJf12QC6ptbo93R3QawJYmIuh+Svv76a9xxxx3yz0899RQAYPbs2Vi2bBk++ugjAMBNN91kt92uXbswceJEAMDatWsRFBSEmTNnor6+HpMmTcLmzZsRGBgol9+6dSsWLVoknwWXmZlpNzdTYGAgPvnkE8yfPx9jx45FaGgoZs2ahZdffrm7h0REamMLLoHBQGhU52V7iiGJyO9phBBC6UoopaqqCpIkwWg0svWJSE3OFQIb7wQi+wNPHXbPcxS+BXy8CPjJNGDWe+55DiLqEU99f/PabUSkPrWXrPfhse57DvnSJI6nFCEi38eQRETqU3vReh/ez33PwYHbRH6PIYmI1McjIam5Jam2HLBY3Pc8ROS1GJKISH1qbCHJjd1ttgBmaWo5k46I/ApDEhGpjydakoKCgbDmed54hhuRX2JIIiL18URIAoBw27gkDt4m8kcMSUSkPraz2/q4OSTZ9l972b3PQ0ReiSGJiNTHYy1JtpDEM9yI/BFDEhGpi8UC1NnmSfJQd5stlBGRX2FIIiJ1uVppPeMMAMLceHYb0HL2HEMSkV9iSCIidbEFlhDJegaaO9laqmoYkoj8EUMSEamLp8YjAS2zbrMlicgvMSQRkbp4MiTJA7cvuf+5iMjrMCQRkbrUemjQNtBqTFI5IIT7n4+IvApDEhGpixItSU1XgYYa9z8fEXkVhiQiUhdPhqTgcEAbbv+8ROQ3GJKISF1qPXBx29Zsz8Mz3Ij8DkMSEalLjQdbklo/D1uSiPwOQxIRqYsnu9sATgNA5McYkohIXTx5dhvQ6gw3TgNA5G8YkohIPZpMgMlofdzH091tvMgtkb9hSCIi9bC15gQEASF9PfOcvMgtkd9iSCIi9Wg9Hkmj8cxzsruNyG8xJBGResjjkTx0+j/Q6iK37G4j8jcMSUSkHp4+sw3g2W1EfowhiYjUwzZ42pMhyfZc9VcAc5PnnpeIFMeQRETqoURLUmgUoGn+qKzjuCQif8KQRETq4ek5kgAgIBAIsw3eZpcbkT9hSCIi9VCiJan18zEkEfkVhiQiUg/FQhIvckvkjxiSiEg9lJgCAOAZbkR+iiGJiNRBCHa3EZFHMSQRkTpcNQLmButjT7ckcdZtIr/U7ZD05ZdfYsaMGTAYDNBoNPjggw/s1gshsGzZMhgMBoSGhmLixIk4fPiwXRmTyYSFCxciNjYW4eHhyMzMxNmzZ+3KVFRUICsrC5IkQZIkZGVlobKy0q7M6dOnMWPGDISHhyM2NhaLFi1CQ0NDdw+JiNTAFlCCIwBtqGefmxe5JfJL3Q5JtbW1uPHGG7Fu3TqH61evXo01a9Zg3bp1OHDgAPR6PaZMmYLq6mq5THZ2NrZv346cnBzk5+ejpqYGGRkZMJvNcplZs2ahqKgIubm5yM3NRVFREbKysuT1ZrMZ06dPR21tLfLz85GTk4Nt27Zh8eLF3T0kIlIDW1dXHw93tQG8yC2RvxK9AEBs375d/tlisQi9Xi9efPFFednVq1eFJEli/fr1QgghKisrhVarFTk5OXKZc+fOiYCAAJGbmyuEEOLIkSMCgNi7d69cpqCgQAAQ3333nRBCiE8//VQEBASIc+fOyWXeffddodPphNFodKr+RqNRAHC6PBEp6PCHQjwfKcRfp3j+uc98bX3uNdd7/rmJqB1PfX+7dExSSUkJysrKkJ6eLi/T6XSYMGEC9uzZAwAoLCxEY2OjXRmDwYDk5GS5TEFBASRJQmpqqlxm9OjRkCTJrkxycjIMBoNcZurUqTCZTCgsLHTlYRGRN1Bq0DbQagqAcusAciLyC0Gu3FlZWRkAID4+3m55fHw8Tp06JZcJDg5GVFRUuzK27cvKyhAXF9du/3FxcXZl2j5PVFQUgoOD5TJtmUwmmEwm+eeqqqruHB4RKUmp0/+BlmBmNgGmaiAk0vN1ICKPc8vZbRqNxu5nIUS7ZW21LeOofE/KtLZy5Up5ILgkSUhMTOy0TkTkRZRsSQoOA4L72NeDiHyeS0OSXq8HgHYtOeXl5XKrj16vR0NDAyoqKjotc+HChXb7v3jxol2Zts9TUVGBxsbGdi1MNkuXLoXRaJRvZ86c6cFREpEibGeWKRGSgFbTADAkEfkLl4akpKQk6PV65OXlycsaGhqwe/dujBkzBgCQkpICrVZrV6a0tBTFxcVymbS0NBiNRuzfv18us2/fPhiNRrsyxcXFKC0tlcvs2LEDOp0OKSkpDuun0+kQGRlpdyMilVCyuw3gGW5EfqjbY5Jqampw4sQJ+eeSkhIUFRUhOjoaAwYMQHZ2NlasWIEhQ4ZgyJAhWLFiBcLCwjBr1iwAgCRJmDNnDhYvXoyYmBhER0djyZIlGDlyJCZPngwAGD58OKZNm4a5c+diw4YNAIB58+YhIyMDQ4cOBQCkp6djxIgRyMrKwksvvYQrV65gyZIlmDt3LsMPkS+Su9vaj1f0CM66TeR3uh2Svv76a9xxxx3yz0899RQAYPbs2di8eTOeeeYZ1NfXY/78+aioqEBqaip27NiBiIgIeZu1a9ciKCgIM2fORH19PSZNmoTNmzcjMDBQLrN161YsWrRIPgsuMzPTbm6mwMBAfPLJJ5g/fz7Gjh2L0NBQzJo1Cy+//HL3fwtE5P2UHJMEcNZtIj+kEcJ/z2etqqqCJEkwGo1sfSLyZuZG4E/NIeXpk0B4jOfr8M8/AV+9DNw2D/jpS55/fiKSeer7m9duIyLvV3fZeq8JAEKjOi/rLuxuI/I7DElE5P1swSQsFghQ6GOL3W1EfochiYi8X43Cp/+3fm62JBH5DYYkIvJ+ttYbJS5ua8OQROR3GJKIyPspfWZb6+euuwKYm5SrBxF5DEMSEXk/bwhJYdHWgeMQLQPJicinMSQRkfdTerZtAAgIBMKapx5glxuRX2BIIiLv5w0tSa2fnyGJyC8wJBGR9/OakMRpAIj8CUMSEXk/rwlJbEki8icMSUTk3YRgSCIiRTAkEZF3a6gBmq5aHys5cLv18zMkEfkFhiQi8m62QKINB4LDla2L3JLEMUlE/oAhiYi8mzec/m/D7jYiv8KQRETezVvGI7WuQ225svUgIo9gSCIi7+aVIYndbUT+gCGJiLxbjS0keVF3W2Md0FCrbF2IyO0YkojIu9lakvrEKVsPwDpwPCjU+pjjkoh8HkMSEXk3b+pu02jY5UbkRxiSiMi7eVNIAjhXEpEfYUgiIu/mTVMAAJwGgMiPMCQRkXfzupYkhiQif8GQRETey2IG6i5bH3tNSLJ1t3FMEpGvY0giIu9VdxmAAKABQqOVro2VLazVcEJJIl/HkERE3svWpRUWAwQGKVsXG9tUBOxuI/J5DElE5L28bTwSwO42Ij/CkERE3svbzmwDOHCbyI8wJBGR9/LKlqTmutRdAiwWZetCRG7FkERE3ss2ONqbQlJYjPVeWID6CmXrQkRuxZBERN5Lvm6bF4WkQC0QGmV9zC43Ip/GkERE3ksek+RFIQnguCQiP8GQRETeq9YLu9sAhiQiP8GQRETeSx64HadsPdriRW6J/AJDEhF5L2+cAgBoCW0MSUQ+zeUhqampCb/73e+QlJSE0NBQXHvttfjjH/8IS6tTZYUQWLZsGQwGA0JDQzFx4kQcPnzYbj8mkwkLFy5EbGwswsPDkZmZibNnz9qVqaioQFZWFiRJgiRJyMrKQmVlpasPiYiUYKoBGuusj9ndRkQKcHlIWrVqFdavX49169bh6NGjWL16NV566SX8+c9/lsusXr0aa9aswbp163DgwAHo9XpMmTIF1dXVcpns7Gxs374dOTk5yM/PR01NDTIyMmA2m+Uys2bNQlFREXJzc5Gbm4uioiJkZWW5+pCISAm2AKINA3R9lK1LW5x1m8gvuPxiSAUFBbj77rsxffp0AMCgQYPw7rvv4uuvvwZgbUV69dVX8dvf/hb33nsvAOCtt95CfHw83nnnHTz66KMwGo1488038fbbb2Py5MkAgC1btiAxMRE7d+7E1KlTcfToUeTm5mLv3r1ITU0FAGzcuBFpaWk4duwYhg4d6upDIyJP8tauNoAtSUR+wuUtSePGjcM///lPfP/99wCAf//738jPz8dPf/pTAEBJSQnKysqQnp4ub6PT6TBhwgTs2bMHAFBYWIjGxka7MgaDAcnJyXKZgoICSJIkByQAGD16NCRJksu0ZTKZUFVVZXcjIi/lrWe2AQxJRH7C5S1Jzz77LIxGI4YNG4bAwECYzWa88MILePDBBwEAZWVlAID4+Hi77eLj43Hq1Cm5THBwMKKiotqVsW1fVlaGuLj2Z7zExcXJZdpauXIlli9f3rsDJCLP8NYz24BWIYndbUS+zOUtSe+99x62bNmCd955BwcPHsRbb72Fl19+GW+99ZZdOY1GY/ezEKLdsrbalnFUvrP9LF26FEajUb6dOXPG2cMiIk+TQ5I3drc118lUBTReVbYuROQ2Lm9Jevrpp/Hcc8/hgQceAACMHDkSp06dwsqVKzF79mzo9XoA1paghIQEebvy8nK5dUmv16OhoQEVFRV2rUnl5eUYM2aMXObChQvtnv/ixYvtWqlsdDoddDqdaw6UiNyrxgsvbmsTIgEBWsDSaL3QrdRf6RoRkRu4vCWprq4OAQH2uw0MDJSnAEhKSoJer0deXp68vqGhAbt375YDUEpKCrRarV2Z0tJSFBcXy2XS0tJgNBqxf/9+ucy+fftgNBrlMkSkYvJ127ywu02jaQlvtovwEpHPcXlL0owZM/DCCy9gwIABuP7663Ho0CGsWbMGv/zlLwFYu8iys7OxYsUKDBkyBEOGDMGKFSsQFhaGWbNmAQAkScKcOXOwePFixMTEIDo6GkuWLMHIkSPls92GDx+OadOmYe7cudiwYQMAYN68ecjIyOCZbUS+oNaLW5IAa5db9XmOSyLyYS4PSX/+85/x+9//HvPnz0d5eTkMBgMeffRR/OEPf5DLPPPMM6ivr8f8+fNRUVGB1NRU7NixAxEREXKZtWvXIigoCDNnzkR9fT0mTZqEzZs3IzAwUC6zdetWLFq0SD4LLjMzE+vWrXP1IRGRErx5TBLQ0sLFM9yIfJZGCCGUroRSqqqqIEkSjEYjIiMjla4OEbW2+lqg7jLweAEQP0Lp2rS3/THg3+8Ck5cD47KVrg2RX/HU9zev3UZE3sfcBNRdsT725u42gC1JRD6MIYmIvE/dZQAC0AQAYdFK18YxzpVE5PMYkojI+9haZ8JigIDAzssqhbNuE/k8hiQi8j7efmYbwJBE5AcYkojI+3j7mW1AqzFJ7G4j8lUMSUTkfdTWkuS/JwkT+TSGJCLyPt58cVubsOaWJEsjcLVS0aoQkXswJBGR96lRQXebNgTQSdbH7HIj8kkMSUTkfdTQ3QZwriQiH8eQRETex5svbtsaz3Aj8mkMSUTkfdiSRERegCGJiLyLEOqYAgDgrNtEPo4hiYi8S0MN0HTV+tjrW5LY3UbkyxiSiMi71JRb77XhQHC4snXpCkMSkU9jSCIi72LruvL2rjagpY41DElEvoghiYi8i1rObAPYkkTk4xiSiMi71DZ3t3n7eCSAIYnIxzEkEZF3UVN3m62162ol0NSgaFWIyPUYkojIu9SoqCUppC+gCbQ+rrusaFWIyPUYkojIu9RcsN730StbD2cEBHBCSSIfxpBERN7F1pKkhoHbAMclEfkwhiQi8i5yS1K8svVwltySxFm3iXwNQxIReRe1tiTZwh0R+QyGJCLyHqYaoLHW+lgtLUm2ejIkEfkchiQi8h62oKENB3R9lK2Ls+SQVK5sPYjI5RiSiMh72IJGhEpakQC2JBH5MIYkIvIeahu0DbQEOoYkIp/DkERE3kNtg7YBtiQR+TCGJCLyHmpsSbLVtb4CaDIpWxcicimGJCLyHjVl1ns1tSSFRgEBWutjDt4m8ikMSUTkPeTuNhW1JGk0PMONyEcxJBGR91BjdxvQavB2mbL1ICKXYkgiIu+hxoHbAAdvE/kot4Skc+fO4eGHH0ZMTAzCwsJw0003obCwUF4vhMCyZctgMBgQGhqKiRMn4vDhw3b7MJlMWLhwIWJjYxEeHo7MzEycPXvWrkxFRQWysrIgSRIkSUJWVhYqKyvdcUhE5G4Wizq724CWUFfNkETkS1wekioqKjB27FhotVr83//9H44cOYJXXnkFffv2lcusXr0aa9aswbp163DgwAHo9XpMmTIF1dXVcpns7Gxs374dOTk5yM/PR01NDTIyMmA2m+Uys2bNQlFREXJzc5Gbm4uioiJkZWW5+pCIyBPqrwCi+e/bdj00teijt96zJYnItwgXe/bZZ8W4ceM6XG+xWIRerxcvvviivOzq1atCkiSxfv16IYQQlZWVQqvVipycHLnMuXPnREBAgMjNzRVCCHHkyBEBQOzdu1cuU1BQIACI7777zqm6Go1GAUAYjcZuHSMRuUFZsRDPRwqxKknpmnTf/r9a6/7Og0rXhMgveOr72+UtSR999BFuueUW3HfffYiLi8OoUaOwceNGeX1JSQnKysqQnp4uL9PpdJgwYQL27NkDACgsLERjY6NdGYPBgOTkZLlMQUEBJElCamqqXGb06NGQJEku05bJZEJVVZXdjYi8hFoHbQNAhK0liQO3iXyJy0PSyZMn8frrr2PIkCH47LPP8Nhjj2HRokX429/+BgAoK7N+iMTH238QxsfHy+vKysoQHByMqKioTsvExbUf3BkXFyeXaWvlypXy+CVJkpCYmNi7gyUi11HroG2AUwAQ+SiXhySLxYKbb74ZK1aswKhRo/Doo49i7ty5eP311+3KaTQau5+FEO2WtdW2jKPyne1n6dKlMBqN8u3MmTPOHhYRuZuaW5Jswa7mAiCEsnUhIpdxeUhKSEjAiBEj7JYNHz4cp0+fBgDo9dZm6batPeXl5XLrkl6vR0NDAyoqKjotc+FC+0GSFy9ebNdKZaPT6RAZGWl3IyIvodYz24CWOpsbrJcnISKf4PKQNHbsWBw7dsxu2ffff4+BAwcCAJKSkqDX65GXlyevb2howO7duzFmzBgAQEpKCrRarV2Z0tJSFBcXy2XS0tJgNBqxf/9+ucy+fftgNBrlMkSkItW2S5KoMCQF6YCQvtbH7HIj8hlBrt7hr3/9a4wZMwYrVqzAzJkzsX//frzxxht44403AFi7yLKzs7FixQoMGTIEQ4YMwYoVKxAWFoZZs2YBACRJwpw5c7B48WLExMQgOjoaS5YswciRIzF58mQA1tapadOmYe7cudiwYQMAYN68ecjIyMDQoUNdfVhE5G5q7m4DrIO3r1ZaB2/HDVO6NkTkAi4PSbfeeiu2b9+OpUuX4o9//COSkpLw6quv4qGHHpLLPPPMM6ivr8f8+fNRUVGB1NRU7NixAxEREXKZtWvXIigoCDNnzkR9fT0mTZqEzZs3IzAwUC6zdetWLFq0SD4LLjMzE+vWrXP1IRGRJ6h54DZgrffF79iSRORDNEL47yjDqqoqSJIEo9HI8UlESntxoLUlZv4+dbbEbPsV8O3fgSl/AsYuUro2RD7NU9/fvHYbESnKbBHY+/15a0ACYA5T2WzbNrx+G5HPYUgiIsXkFpdi3KrPsWTTDgCASWgx7r8PIbe4VOGa9QDnSiLyOQxJRKSI3OJSPL7lIEqNVxGPKwCAC6IvyqpMeHzLQfUFJTkkcdZtIl/BkEREHme2CCz/+AhsAyLjNda5hS4gSl62/OMjMFtUNGQygi1JRL6GIYmIPG5/yRWUGq/KP+ttIUlEAwAEgFLjVewvuaJE9XqmT/P126pV1gJGRB1iSCIijyuvvmr3c5wckqI6LefVbBe5vWoEGuqUrQsRuQRDEhF5XFxEiN3Peo21xaisTUhqW86rhUiANsz6mK1JRD6BIYmIPO62pGgkSCGwXYo6HpUAWlqSNAASpBDclhStSP16RKMBIhKsjxmSiHwCQxIReVxggAbPz7BeCFsDIF5jO7stWg5Oz88YgcAAjeMdeKtIg/W+iiGJyBcwJBGRIqYlJ+D1h2+GPlLX6uy2vtBLIXj94ZsxLTlB4Rr2gNySdF7ZehCRS7j82m1ERM6alpyAKdeGInC1CQCwavZU3PKT/uprQbKJbA5JbEmiHjJbBPaXXEF59VXERVi7nFX79+ADGJKISFGBtc2X8dBJSB2WqGxleiuiubuNLUnUA7nFpVj+8RG76TESpBA8P2OEOltWfQC724hIWVXNgSLSB74E2JJEPdR6BvrWyoxX1TkDvY9gSCIiZVU3X8bDNs+QmsktSfxCI+e1nYG+NdXOQO8jGJKISFm2rilbwFCzyFZTAFgsytaFVKPtDPRtqXIGeh/BkEREyvKllqQ+8QA0gKUJqLukdG1IJZydWV5VM9D7CIYkIlKWrWsq0gdakgK1QJ846+MqDt4m5zg7s7yqZqD3EQxJRKQs2yBnX2hJAlqOg+OSyEltZ6BvS5Uz0PsIhiQiUpbc3eYDLUlAy3GwJYmc1HYG+tZUPQO9D2BIIiLlWCxAjQ+NSQLsB28TOUmegV5qc/FnNc9A7wM4mSQRKafuknWQMzTNg559QASv30Y9My05AVNG6DnjthdhSCIi5di6pPrEAYE+8nHEliTqhcAADdIGxyhdDWrmI59KRKRKtpAU4UNdCREMSdQxXptNXRiSiEg5Vees91J/ZevhSpEcuE2O8dps6sOB20SkHOMZ670vhSRbS9LVSqCxXtGqkPfgtdnUiSGJiJRj9MGWpBAJ0IZbH7M1icBrs6kZQxIRKcd41nofeY2y9XAljQaQmo/Hdnzk13htNvViSCIi5chjkhKVrYer2VrGGJIIvDabmjEkEZEyLOaW7ijJh1qSAIYkssNrs6kXQxIRKaO6DBBmICDIdyaStLG1jNkGppNf47XZ1IshiYiUYWtliTAAAYHK1sXVGJKoFV6bTb0YkohIGVXNIcmXzmyzYXcbtcFrs6kTJ5MkImXYAoSvjUcC7EOSENYz3sjv8dps6uP2lqSVK1dCo9EgOztbXiaEwLJly2AwGBAaGoqJEyfi8OHDdtuZTCYsXLgQsbGxCA8PR2ZmJs6etf+vrKKiAllZWZAkCZIkISsrC5WVle4+JCJyBaMPtyRFGgBogKarQN1lpWtDXsR2bba7b7oGaYNjGJC8nFtD0oEDB/DGG2/ghhtusFu+evVqrFmzBuvWrcOBAweg1+sxZcoUVFdXy2Wys7Oxfft25OTkID8/HzU1NcjIyIDZbJbLzJo1C0VFRcjNzUVubi6KioqQlZXlzkMiIlexTSTpS3Mk2QTpWgajc1wSkWq5LSTV1NTgoYcewsaNGxEVFSUvF0Lg1VdfxW9/+1vce++9SE5OxltvvYW6ujq88847AACj0Yg333wTr7zyCiZPnoxRo0Zhy5Yt+Pbbb7Fz504AwNGjR5Gbm4u//vWvSEtLQ1paGjZu3Ih//OMfOHbsmLsOi4hcRb4kiY/NkWTDcUlEque2kPTEE09g+vTpmDx5st3ykpISlJWVIT09XV6m0+kwYcIE7NmzBwBQWFiIxsZGuzIGgwHJyclymYKCAkiShNTUVLnM6NGjIUmSXKYtk8mEqqoquxsRKUSeSNIHW5IAhiQiH+CWgds5OTk4ePAgDhw40G5dWVkZACA+3n5elPj4eJw6dUouExwcbNcCZStj276srAxxcXHt9h8XFyeXaWvlypVYvnx59w+IiFyroa5lrI4vjkkCGJKIfIDLW5LOnDmDJ598Elu2bEFISMezh2ranO0hhGi3rK22ZRyV72w/S5cuhdFolG9nznCsAJEibDNta8OBkL6KVsVt+g6w3leeVrYeRNRjLg9JhYWFKC8vR0pKCoKCghAUFITdu3fjv//7vxEUFCS3ILVt7SkvL5fX6fV6NDQ0oKKiotMyFy5caPf8Fy9ebNdKZaPT6RAZGWl3IyIFGJuDg3SN754ez5YkItVzeUiaNGkSvv32WxQVFcm3W265BQ899BCKiopw7bXXQq/XIy8vT96moaEBu3fvxpgxYwAAKSkp0Gq1dmVKS0tRXFwsl0lLS4PRaMT+/fvlMvv27YPRaJTLEJGXqrB2raPvQGXr4U4MSUSq5/IxSREREUhOTrZbFh4ejpiYGHl5dnY2VqxYgSFDhmDIkCFYsWIFwsLCMGvWLACAJEmYM2cOFi9ejJiYGERHR2PJkiUYOXKkPBB8+PDhmDZtGubOnYsNGzYAAObNm4eMjAwMHTrU1YdFRK5U2RySonw5JDWftVdbDjReBbS8eCmR2igy4/YzzzyD+vp6zJ8/HxUVFUhNTcWOHTsQEREhl1m7di2CgoIwc+ZM1NfXY9KkSdi8eTMCA1uu8bR161YsWrRIPgsuMzMT69at8/jxEFE32VqSogYpWg23Co2yjrlqrLW2JsVep3SNiKibNEIIoXQllFJVVQVJkmA0Gjk+iciTNt4JnCsEZr4NjMhUujbu81oaUH4EeHgbcN3krssTkVM89f3NC9wSkedV+EF3G9DSUlbxo5K1IKIeYkgiIs8y1QB1l6yPfXngNgBEJVnvr5QoWw8i6hGGJCLyLNu8QSESENpX0aq4HVuSiFSNIYmIPKvSD07/t5FD0ilFq0FEPcOQRESe5S/jkQD7liT/PUeGSLUYkojIs/ypJcl2aZKGaqDuirJ1IaJuY0giIs/yhzmSbLQhQITB+riCg7eJ1IYhiYg8y59akgAguvkMNw7eJlIdhiQi8hwh/GtMEtBqXBJbkojUhiGJiDyn9qJ1fA40/tOSxGkAiFSLIYmIPOfyD9Z7KdF/LvjKaQCIVIshiYg850pzSIq5Vtl6eJItJHHWbSLVYUgiIs+xtSRFD1a2Hp5kC0lV54Amk6JVIaLuYUgiIs+5fMJ6H+NHISm8HxDcB4BglxuRyjAkEZHnXDlpvY+5Ttl6eJJG0xIKLx9Xti5E1C0MSUTkGUK0hCR/6m4DgJgh1vtLDElEasKQRESeUV0KNNYBmkD/mSPJJrY5JLEliUhVGJKIyDNsg7ajBgKBWmXr4mm27sVLJ5StBxF1C0MSEXmGbdC2v3W1AWxJIlIphiQi8gx5jiQ/DEm2lqS6y0DdFWXrQkROY0giIs+47KeDtgEgOByIvMb6+DK73IjUgiGJiDzj4nfWe1vXk7+RxyWxy41ILRiSiMj9Gq8CFc2X5YgbrmxdlMJxSUSqw5BERO53+TggLEBIX6BPvNK1UQbnSiJSHYYkInK/8uautn7DrDNQ+6NYdrcRqQ1DEhG5n208UtwwZeuhpH7N3YyXT/BCt0QqwZBERO5nC0n9/HQ8EgBEGgCdBAgzcOl7pWtDRE5gSCIi9ys/ar3vN1TZeihJowHiR1gf234fROTVGJKIyL14ZluLuOaQdOGwsvUgIqcwJBGRe/HMthZyS9IRZetBRE5hSCIi9+KZbS3kliSGJCI1YEgiIvcqb+5a8veuNqDld1B1FqivVLQqRNQ1hiQicq/Sb6z3+pHK1sMbhEa1XMONg7eJvJ7LQ9LKlStx6623IiIiAnFxcbjnnntw7NgxuzJCCCxbtgwGgwGhoaGYOHEiDh+2H8hoMpmwcOFCxMbGIjw8HJmZmTh79qxdmYqKCmRlZUGSJEiShKysLFRWVrr6kIioN8q+td4n3KhsPbyFrcutnIO3qWfMFoGCHy7jw6JzKPjhMswWoXSVfJbLQ9Lu3bvxxBNPYO/evcjLy0NTUxPS09NRW1srl1m9ejXWrFmDdevW4cCBA9Dr9ZgyZQqqq6vlMtnZ2di+fTtycnKQn5+PmpoaZGRkwGw2y2VmzZqFoqIi5ObmIjc3F0VFRcjKynL1IRFRT1WXAbXlgCagJRz4u3ie4UY9l1tcinGrPseDG/fiyZwiPLhxL8at+hy5xaVKV80naYQQbo2gFy9eRFxcHHbv3o3bb78dQggYDAZkZ2fj2WefBWBtNYqPj8eqVavw6KOPwmg0ol+/fnj77bdx//33AwDOnz+PxMREfPrpp5g6dSqOHj2KESNGYO/evUhNTQUA7N27F2lpafjuu+8wdGjX87FUVVVBkiQYjUZERka675dA5K++3wG8cx/qpCHIu+NDxEWE4LakaAQG+PEA7uJtwP/+EjDcDMzbpXRtSEVyi0vx+JaDaPulbftrev3hmzEtOcHT1VKEp76/3T4myWg0AgCio6MBACUlJSgrK0N6erpcRqfTYcKECdizZw8AoLCwEI2NjXZlDAYDkpOT5TIFBQWQJEkOSAAwevRoSJIkl2nLZDKhqqrK7kZE7vP9v/8FANhxpR//621m1o+y3pd9i73fl7KrhJxitggs//hIu4AEQF62/OMjfD+5mFtDkhACTz31FMaNG4fk5GQAQFlZGQAgPt5+vpT4+Hh5XVlZGYKDgxEVFdVpmbi4uHbPGRcXJ5dpa+XKlfL4JUmSkJiY2LsDJKIO5RaX4sQ31n9YDlsGycvLjFfx+JaDfhmUcotLMe6NkzCKMARaGvGnTdv8PjSSc/aXXEGp8WqH6wWAUuNV7C+54rlK+QG3hqQFCxbgm2++wbvvvttunabNfClCiHbL2mpbxlH5zvazdOlSGI1G+XbmzBlnDoOIusn2X+8IzSkAwGExSF7nr//12rpKSqtM+MZyLQDghoCTfh0ayXnl1R0HpJ6UI+e4LSQtXLgQH330EXbt2oX+/fvLy/V6PQC0a+0pLy+XW5f0ej0aGhpQUVHRaZkLFy60e96LFy+2a6Wy0el0iIyMtLsRkevtL7mCeuNFDAqw/o22bkkC/O+/3rZdJd8Ka0gaqTnpt6GRuicuIsSl5cg5Lg9JQggsWLAA77//Pj7//HMkJSXZrU9KSoJer0deXp68rKGhAbt378aYMWMAACkpKdBqtXZlSktLUVxcLJdJS0uD0WjE/v375TL79u2D0WiUyxCRMsqrr+KmgB8AAD9YEmBEnw7L+YO2XSUtLUnWa9r5W2ik7rstKRoJUgg66m/RAEiQrCdGkOsEuXqHTzzxBN555x18+OGHiIiIkFuMJElCaGgoNBoNsrOzsWLFCgwZMgRDhgzBihUrEBYWhlmzZsll58yZg8WLFyMmJgbR0dFYsmQJRo4cicmTJwMAhg8fjmnTpmHu3LnYsGEDAGDevHnIyMhw6sw2InKfuIgQjAo4AQAoEtd1Ws4ftA2D31qs/zwO1ZyBDg0wIdhhOSKbwAANnp8xAo9vOQgNYDeA2xacnp8xwr/PHHUDl4ek119/HQAwceJEu+WbNm3CI488AgB45plnUF9fj/nz56OiogKpqanYsWMHIiIi5PJr165FUFAQZs6cifr6ekyaNAmbN29GYGCgXGbr1q1YtGiRfBZcZmYm1q1b5+pDIqJuui0pGhrtSUAAhyztQ5IGgN6P/uttGwbPIRaXRQRiNNUYrjktB0l/CY3UM9OSE/D6wzdj+cdH7Fom9VIInp8xwm9O//ckt8+T5M04TxKRm1gsaFw5ANrGakw3rbAbuO2Pc7qYLQLjVn2OMuNVuQXg/2lX487AIixvzMJm813QSyHIf/ZOtgRQl8wWgf0lV1BefdVv5x7zmXmSiMgPXT4ObWM1zIEhMEYMsVull0L8KiABLV0lQEtI/NpiHRZwW4D1sk3sKiFnBQZokDY4BnffdA3SBsfwfeNGLu9uIyLCGesJFYHX3Izdj0zx+/96gfZdJfubQ1Jq4DG8PnOUX4VGIrVgSCIi1zvVPOv9gFT5v16yBqUpI/TYX3IFlypHwPLJi4i2GDHNUK901YjIAXa3EZFrCQH8+JX18aDxytbFC9lC44yUJAT0T7EuPOX4UkpEpCyGJCJyrcpTgPEMEBAEJKZ2Xd6fDUiz3p8uULYeROQQQxIRudaP+db7a1IAneNJJKnZwOaJb0u+srbAkaqZLQIFP1zGh0XnUPDDZc6g7gM4JomIXKuEXW1OGzgGCNACxtPAlZNAzGCla0Q9lFtc2m7+ogTOX6R6bEkiItexG480Ttm6qEFwODBgtPXxiX8qWxfqMfnixUb7GdN58WL1Y0giIte5cBioOgcEhbZ8+VPnBt9pvf/hc2XrQT3S9uLFrfHixerHkERErnP8M+v9tRMAbaiydVGL6yZZ73/8CmhqULYu1G1tL17cFi9erG4MSUTkOt/vsN4PSVe2HmoSPxIIiwUaaoAze5WuDXWTsxcl5sWL1YkDt4mox1pfQ8oQXI9bzu63XnaDIcl5AQHAT6YCRVuB7z6BeeB4zlCuIs5elJgXL1YnhiQi6pG2Z/PcE5CPW4MtqJZ+goi+iQrXTmWGzwCKtqL+mw8w6dBknK9q6XbjGVLe7bakaCRIIXYXL25NA+v1Cm9LivZ01cgF2N1GRN3m6Gye6YHWrqLNl0fwbJ7uuvYONAWFIbS+DP2qj9it4hlS3s3RxYttbD/z4sXqxZBERN3i6GweCTWYEPBvAMBH5jE8m6ebzIE67LKMAgBMCzxgt45nSHk/28WL9ZJ9l5peCsHrD9/MVkAVY3cbEXWLo7N5pgYeQLDGjKOWATgu+gPNZ/PwwrbO2V9yBduvpmBK8L8wI7AAq5vuh2j1P2zrM6T4O/VOrS9ezPFkvoMhiYi6xdFZOpkB1gu0fmxO67QcOVZefRX/tNyMKhGG/ppLSAs4gj2WZIflyHvZLl5MvoPdbUTULW3P0knUXMCYAOs4mo8saR2Wo47FRYTAhGB81BwyZwZ+0WE5IvIchiQi6hbb2Ty2ToSHAj9HgEZgt/kGnBVx0MB6RhbP5nGe7Xf6d/NEAMC0gAOIRK28vu3vlBdSJfIMdrcRUbfYzuZ5fMtB6NCI+wK/AABsNU/i2Tw91PI7rcd3lkQMCziD+wK/wJvm6e1+p7yQKpHnsCWJiLrNdjbPw32+RoymGudFNP5puZln8/SC9XeagveDMwAAvwzKRRCa7H6nvJCqstiC5380Qgi/fZWrqqogSRKMRiMiIyOVrg6R12k9o3a7s3UsZoi/3AbN5RM4POIpVKUs4Nk8LmBuqId5TTKCr17C8bFrcO2kXyIwQAOzRWDcqs87vE6YbdLC/GfvlMvzTKsWXf0+ulqvphY8f3jtPfX9ze42InKoyy+Fw9uhuXwCCI3C9Xc/BegiFKyt7wgMDkXgmMeAz/8TQ75/A7hzNoCgbl1I1VjfoJovdE/o6r3szPrHtxxsN6O2rQXPm1pP1RTm1IAtSWxJImqnoy8F2/+i62clY+ru/wAuHwfu+B0w4WlPV9G31VcC/30TUF8BzPhvIGU2Piw6hydzirrc9JdjB2HTv37s8LWzfaGrqbWhN61AXb2X592ehDe+LOlw/V9mjcKfPjnqdAuekro6Vm8Kc73FliQiUoSjGbVtBKwfuMc+fAVTzcetV69PnefhGvqB0L7A7c8Any0Fdq0Akv/D6dP/Pyg63+lrt/zjI7BYgD990nVrgyeCVG+7uTpbP2WEvtP3MgBs/Kp9QLKt1wD43YfFuFLb2GH9vWWiT2f+bpd/fARTRugVD3NqwpBE5Kc6+nLqqlunHyrw/zX9j/VTd/IyIETyWJ39yq1zgH3rgcpTwOd/wm1TX+zyQqpR4VpcqW1wsNbK9oU+/52D7da17TpyVbdNV608venm6qgVyLY+e/KQTt/LANDZ2GsBdBqQWlN6os/udMdywkvnMSQR+aHOvpxMTZYOt9PAgpe16xGhqUdF1EhE3fSQJ6rrn4J0QMYaYMt/APvWI3B4pjz1ggawCwa2doGf3XQN3vzXjz16urYtTU+80/UYnN60AgHoNADZurl60wq0qYe/i55QeqJPZ0Oa0mFObRiSiPxMV/+dZ08e0uG2cwM/we2B36JeBOPU+FcQFcBZRNzqusnAqCzg0NvA+3Mxbe4uvP7wze2Ch745eEihwT0OSUBLa8PvPizudZddZ++zx7YcRN8wba+6uYCuW4Eq651rBepKdHgwKmobOmzB03vB5KnOhjSlw5zacOA2B26TCjkzVsRRGQBdnkYeH6kDoMGFKvtunfSAA1ivfRUBGoEXgx7D0795kWMbPOFqFbDxTusg+cTRwC8+hDlQ5/D1t00T0FGXnLs5O9jZk/qGamGsb+zw9xGgAYRApwHo99NH4InmLkpHLXjeMCC6q9fe16aI8NT3N0MSQxJ1Q2/nWnHFPpwZK9JRmQduTcTance7PM5fT/4JXt35PQDrl8K4gG/xV+3LCNE04t2mOxB1/2uYNtLQvV8e9dyl49agZKoCBk8CHngH0DpuEbC14ADtv9A98WHfMjbKNa04vdX2vWzT9uy2jta7eoyWO3X22gPdOxZXfJa5E0OSB/hySPLUm9cTocBb9tHbuVZcsQ9nTvEFHI/16M6X5H89cBN0QQFY/vERjK7OwyrtGwjWmJEfcAtq79mMqTckOrkncpkf84Gt9wGNdcCANGDm34A+cQ6LdvQ++v304fjTJ0edGPztHQGns24uwLlWoPxn70TekbJe/+0C6pik0VWfIb39LANcF7QclamtqWZIcreehCRv+LLuqoyr/uDd2aLhyWDhin30dq6VrsKLM/twZr4WW1dZWVXvujnenTsaaQkaWHb8DgFFWwEAlwZmIOrh/4dAra5X+6Ze+DEfePdBa4tSRAIw/RVg2HSHRTv6++2qtcH2PlOqy85WF2e6uZxtBQJc87mrFh0dizOztkthWhjr2ndPduezzJVBq6MyS+5IxM/ThjIkuVN3Q5I3fFl3tQ+g6zevs6HAnS0agGeChSfCCWD9j7ajQaTOhpeu9uGJ//A1AAZHmrFjwo8IyF9jncwQGuD2p4GJSwEO1FbepeNAzizgkrULCddNASY8AyTe5vQunP37BnreZdfVYGfbl7Gj5wBc91lFLQp+uIwHN+7t8fbOfJa5Omh1VMZiqsPpV2cyJHXltddew0svvYTS0lJcf/31ePXVVzF+/Hintu1OSPKGlgRnulL6hmlRWef4i7Ttf2dKt2h4IlioJZwoofUXXjjqMS6gGJMCDuJe3QEEmeusK+JGAD99GRg0VqlqkiMNdcCXq4E9fwYsTdZl+pHAyPusoanfsC4DbU9bip3psnN2sDPQdWuDM3X1pVYgd3J21nZ3cjZodVXGYqrDGYakzr333nvIysrCa6+9hrFjx2LDhg3461//iiNHjmDAgAFdbu9sSOqqiRLwni98Z0SHB3c64Zy/hgbfJBCMJoTChHBcRR9NPeI0lZh9vRYnTx5HfMMpXK85hWs15xGoafWi9xsGjJ4P3PQQEMiZQrzWpRPAv14F/p0DWFr9TYZGAwk3ArE/AWKHABF6ILyf9RbSF9CGAkEhPQ5Snh4gTK7R25Ykb8KQ5ITU1FTcfPPNeP311+Vlw4cPxz333IOVK1d2ub0ckl6+FZGhbb8IWn4tdQ1NOH2lXv5Z00GDc0fLres6Wt7ZNt1/aVxZN1fvT6Nx3fF0ts5Tx9P5du55L2g0GrT+k227L9t3i0UAgbAgFCZoNeYO99uaiBoEzU+mAcNnAAPHAhp+UalG3RXgyAfAkQ+BM/utg7udERRivQUGAwGBgCag+aYBNK1/brW8WfXVRpRXm9Bobnk/agM1iIvQISJEKy8TAOobmtBkEQgK0CA0OKjTvyl7Hn4P+vh7XkDgRHkNmsyq/dqX1ZjMuG31UV67rSMNDQ0oLCzEc889Z7c8PT0de/bscbiNyWSCyWSSf66qqrI+uPQdoOv4jyMMwDAOxSBv4cznuIMyJqFFLXTQSgmI6DcAiEwAogYB+hsA/Q3QROh9/kvCZ4VFA7f80nozNwKl3wDlR6zjli7/ANSWA7UXgZqLQGNty3ZNV623HohovqH1Z6MAUNV8a6aB9TOUlKcBMASwf81UqirAM0FPtSHp0qVLMJvNiI+Pt1seHx+PsrIyh9usXLkSy5cvb7/igXeBiHAHW1i/MA6fr8J/fnrU6bqJTr7FhHC8rrOXu9P9dWM7DYCI0CBU1Td1uk9n9hcZqkVVq9lsW6/TAIgO1wLQ4EptAzq6yIVGY/19dNS203ofrcu0ftz2FOC29YgJDwYAXK5t6PCYNZ10LwIaxPQJxrzxg7Hy/47aPb+ARt7jf6Rcg22F5+T1Qt7a6ncZwwEA//mPoxBt2oxsZX6ecg3+Xni+3THaxg79YcYIjL+uH746cRGv7foBF2tMcj369dHhiTsGY/yQfgCAr45fxLpdJ3GqGqhDCOqgQz+pDwez+oNALdA/xXpzxGIGGuubb3XWe0sjICytbsL+Z4vZeu9RHm7tUG+nSrcd+PEK3t57CpdbDbuICQ9G1uiBAID/+qd1LjVHn1NPThrSaRkBoI8uCLWmpo6nmQizfrZX1HU8sL+rMo0NVwE4+D53MdWGJBtNm/98hRDtltksXboUTz31lPxzVVUVEhMTgaTxQCfNdcMGCfz4VVinp8R2NV9HR7MYu3Ifzpwx8pd7uj6915m5R+Z2NSjznpZB5h2VmTe+i9N3vWUfd9+M8ckJqI0e1un4iv7DOh5/Ma45mGRLQzvdR2In+xjfvI/xccMwZvS4TsdxjO83FGNGj+VYD2ovIBDQ9bHeyC/dOhi4+Y6Ox4I9HN/x59CtzZ9DnZUBOv/MdeZzuasyFouTXcq9pNoxSQ0NDQgLC8Pf//53/OxnP5OXP/nkkygqKsLu3bu73EdPzm4Dej5fB9DFl7UL9uHMGSOuOBZvmfLAk/sAvGeeLCIid/LEfH2cJ8nNUlNTkZKSgtdee01eNmLECNx9993dG7jtQ/MkOXvGiKdCgzNl1LQPIiJyDmfcVphtCoD169cjLS0Nb7zxBjZu3IjDhw9j4MCBXW7vqzNuO4uhgYiI1IjXbnPSa6+9htWrV6O0tBTJyclYu3Ytbr/9dqe29eVrtxEREfkqhiQPYEgiIiJSH099f/vAbAlERERErseQREREROQAQxIRERGRAwxJRERERA4wJBERERE5wJBERERE5ABDEhEREZEDDElEREREDjAkERERETkQpHQFlGSbbLyqqkrhmhAREZGzbN/b7r5oiF+HpMuXLwMAEhMTFa4JERERddfly5chSZLb9u/XISk6OhoAcPr0abf+kr1NVVUVEhMTcebMGb+6Zh2Pm8ftD3jcPG5/YDQaMWDAAPl73F38OiQFBFiHZEmS5FdvLpvIyEgetx/hcfsXHrd/8dfjtn2Pu23/bt07ERERkUoxJBERERE54NchSafT4fnnn4dOp1O6Kh7F4+Zx+wMeN4/bH/C43XvcGuHu8+eIiIiIVMivW5KIiIiIOsKQREREROQAQxIRERGRAwxJRERERA74dEh64YUXMGbMGISFhaFv374Oy5w+fRozZsxAeHg4YmNjsWjRIjQ0NHS6X5PJhIULFyI2Nhbh4eHIzMzE2bNn3XAErvHFF19Ao9E4vB04cKDD7R555JF25UePHu3BmvfeoEGD2h3Dc8891+k2QggsW7YMBoMBoaGhmDhxIg4fPuyhGvfejz/+iDlz5iApKQmhoaEYPHgwnn/++S7f12p8vV977TUkJSUhJCQEKSkp+Oqrrzotv3v3bqSkpCAkJATXXnst1q9f76GausbKlStx6623IiIiAnFxcbjnnntw7NixTrfp6O//u+++81Cte2/ZsmXt6q/X6zvdRu2vNeD480uj0eCJJ55wWF6tr/WXX36JGTNmwGAwQKPR4IMPPrBb39PP5G3btmHEiBHQ6XQYMWIEtm/f3u26+XRIamhowH333YfHH3/c4Xqz2Yzp06ejtrYW+fn5yMnJwbZt27B48eJO95udnY3t27cjJycH+fn5qKmpQUZGBsxmszsOo9fGjBmD0tJSu9uvfvUrDBo0CLfcckun206bNs1uu08//dRDtXadP/7xj3bH8Lvf/a7T8qtXr8aaNWuwbt06HDhwAHq9HlOmTEF1dbWHatw73333HSwWCzZs2IDDhw9j7dq1WL9+PX7zm990ua2aXu/33nsP2dnZ+O1vf4tDhw5h/PjxuOuuu3D69GmH5UtKSvDTn/4U48ePx6FDh/Cb3/wGixYtwrZt2zxc857bvXs3nnjiCezduxd5eXloampCeno6amtru9z22LFjdq/tkCFDPFBj17n++uvt6v/tt992WNYXXmsAOHDggN0x5+XlAQDuu+++TrdT22tdW1uLG2+8EevWrXO4viefyQUFBbj//vuRlZWFf//738jKysLMmTOxb9++7lVO+IFNmzYJSZLaLf/0009FQECAOHfunLzs3XffFTqdThiNRof7qqysFFqtVuTk5MjLzp07JwICAkRubq7L6+4ODQ0NIi4uTvzxj3/stNzs2bPF3Xff7ZlKucnAgQPF2rVrnS5vsViEXq8XL774orzs6tWrQpIksX79ejfU0DNWr14tkpKSOi2jttf7tttuE4899pjdsmHDhonnnnvOYflnnnlGDBs2zG7Zo48+KkaPHu22OrpbeXm5ACB2797dYZldu3YJAKKiosJzFXOx559/Xtx4441Ol/fF11oIIZ588kkxePBgYbFYHK73hdcagNi+fbv8c08/k2fOnCmmTZtmt2zq1KnigQce6FZ9fLolqSsFBQVITk6GwWCQl02dOhUmkwmFhYUOtyksLERjYyPS09PlZQaDAcnJydizZ4/b6+wKH330ES5duoRHHnmky7JffPEF4uLi8JOf/ARz585FeXm5+yvoYqtWrUJMTAxuuukmvPDCC512O5WUlKCsrMzu9dXpdJgwYYJqXl9HjEajUxeCVMvr3dDQgMLCQrvXCQDS09M7fJ0KCgralZ86dSq+/vprNDY2uq2u7mQ0GgHAqdd21KhRSEhIwKRJk7Br1y53V83ljh8/DoPBgKSkJDzwwAM4efJkh2V98bVuaGjAli1b8Mtf/hIajabTsmp/rVvr6WdyR++B7n6O+3VIKisrQ3x8vN2yqKgoBAcHo6ysrMNtgoODERUVZbc8Pj6+w228zZtvvompU6ciMTGx03J33XUXtm7dis8//xyvvPIKDhw4gDvvvBMmk8lDNe29J598Ejk5Odi1axcWLFiAV199FfPnz++wvO01bPu+UNPr29YPP/yAP//5z3jsscc6Laem1/vSpUswm83dep0c/b3Hx8ejqakJly5dcltd3UUIgaeeegrjxo1DcnJyh+USEhLwxhtvYNu2bXj//fcxdOhQTJo0CV9++aUHa9s7qamp+Nvf/obPPvsMGzduRFlZGcaMGYPLly87LO9rrzUAfPDBB6isrOz0n1tfeK3b6ulnckfvge5+jgd1q7QXWLZsGZYvX95pmQMHDnQ51sbGUSIXQnSZ1F2xTW/15Hdx9uxZfPbZZ/if//mfLvd///33y4+Tk5Nxyy23YODAgfjkk09w77339rzivdSd4/71r38tL7vhhhsQFRWFn//853LrUkfavpZKvL5t9eT1Pn/+PKZNm4b77rsPv/rVrzrd1ltf785093VyVN7RcjVYsGABvvnmG+Tn53dabujQoRg6dKj8c1paGs6cOYOXX34Zt99+u7ur6RJ33XWX/HjkyJFIS0vD4MGD8dZbb+Gpp55yuI0vvdaA9Z/bu+66y67noy1feK070pPPZFd8jqsuJC1YsAAPPPBAp2UGDRrk1L70en27QVwVFRVobGxsl0Bbb9PQ0ICKigq71qTy8nKMGTPGqed1lZ78LjZt2oSYmBhkZmZ2+/kSEhIwcOBAHD9+vNvbulJv3gO2s7VOnDjhMCTZzpgpKytDQkKCvLy8vLzD94SndPe4z58/jzvuuANpaWl44403uv183vJ6OxIbG4vAwMB2/xV29jrp9XqH5YOCgjoNzN5o4cKF+Oijj/Dll1+if//+3d5+9OjR2LJlixtq5hnh4eEYOXJkh+9NX3qtAeDUqVPYuXMn3n///W5vq/bXuqefyR29B7r7Oa66kBQbG4vY2FiX7CstLQ0vvPACSktL5V/+jh07oNPpkJKS4nCblJQUaLVa5OXlYebMmQCA0tJSFBcXY/Xq1S6pl7O6+7sQQmDTpk34xS9+Aa1W2+3nu3z5Ms6cOWP3RlVCb94Dhw4dAoAOjyEpKQl6vR55eXkYNWoUAOtYgN27d2PVqlU9q7CLdOe4z507hzvuuAMpKSnYtGkTAgK637PuLa+3I8HBwUhJSUFeXh5+9rOfycvz8vJw9913O9wmLS0NH3/8sd2yHTt24JZbbunR34MShBBYuHAhtm/fji+++AJJSUk92s+hQ4e88nV1lslkwtGjRzF+/HiH633htW5t06ZNiIuLw/Tp07u9rdpf655+JqelpSEvL8+uN2HHjh3db8zo1jBvlTl16pQ4dOiQWL58uejTp484dOiQOHTokKiurhZCCNHU1CSSk5PFpEmTxMGDB8XOnTtF//79xYIFC+R9nD17VgwdOlTs27dPXvbYY4+J/v37i507d4qDBw+KO++8U9x4442iqanJ48fYHTt37hQAxJEjRxyuHzp0qHj//feFEEJUV1eLxYsXiz179oiSkhKxa9cukZaWJq655hpRVVXlyWr32J49e8SaNWvEoUOHxMmTJ8V7770nDAaDyMzMtCvX+riFEOLFF18UkiSJ999/X3z77bfiwQcfFAkJCao57nPnzonrrrtO3HnnneLs2bOitLRUvrWm9tc7JydHaLVa8eabb4ojR46I7OxsER4eLn788UchhBDPPfecyMrKksufPHlShIWFiV//+tfiyJEj4s033xRarVb87//+r1KH0G2PP/64kCRJfPHFF3ava11dnVym7XGvXbtWbN++XXz//feiuLhYPPfccwKA2LZtmxKH0COLFy8WX3zxhTh58qTYu3evyMjIEBERET79WtuYzWYxYMAA8eyzz7Zb5yuvdXV1tfz9DED+3D516pQQwrnP5KysLLszW//1r3+JwMBA8eKLL4qjR4+KF198UQQFBYm9e/d2q24+HZJmz54tALS77dq1Sy5z6tQpMX36dBEaGiqio6PFggULxNWrV+X1JSUl7bapr68XCxYsENHR0SI0NFRkZGSI06dPe/DIeubBBx8UY8aM6XA9ALFp0yYhhBB1dXUiPT1d9OvXT2i1WjFgwAAxe/ZsVRynTWFhoUhNTRWSJImQkBAxdOhQ8fzzz4va2lq7cq2PWwjrKafPP/+80Ov1QqfTidtvv118++23Hq59z23atMnh+77t/0S+8Hr/5S9/EQMHDhTBwcHi5ptvtjsVfvbs2WLChAl25b/44gsxatQoERwcLAYNGiRef/11D9e4dzp6XVu/f9se96pVq8TgwYNFSEiIiIqKEuPGjROffPKJ5yvfC/fff79ISEgQWq1WGAwGce+994rDhw/L633xtbb57LPPBABx7Nixdut85bW2TV3Q9jZ79mwhhHOfyRMmTJDL2/z9738XQ4cOFVqtVgwbNqxHYVEjRPNoNiIiIiKS+fUUAEREREQdYUgiIiIicoAhiYiIiMgBhiQiIiIiBxiSiIiIiBxgSCIiIiJygCGJiIiIyAGGJCIiIiIHGJKIiIiIHGBIIiIiInKAIYmIiIjIAYYkIiIiIgf+f7WUbpXV5FTDAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "offsetsVH = np.zeros((18, 1))\n",
    "offsetsHV = np.zeros((18, 1))\n",
    "\n",
    "for num in range(len(Ts)):\n",
    "    EsVHfit2 = EsVH[num, :]\n",
    "    dataVHfit2 = dataVH[num, :]\n",
    "    EsHVfit2 = EsHV[num, :]\n",
    "    dataHVfit2 = dataHV[num, :]\n",
    "    \n",
    "    EsHVfit2[dataHVfit2 > 10000] = 300\n",
    "    dataHVfit2[dataHVfit2 > 10000] = 0\n",
    "    EsVHfit2[dataVHfit2 > 10000] = 300\n",
    "    dataVHfit2[dataVHfit2 > 10000] = 0\n",
    "    \n",
    "    popt2, _ = curve_fit(offset_function, EsVHfit2, dataVHfit2, p0=[10001, 0, 2, 10])\n",
    "    offsetsVH[num] = popt2[1]\n",
    "    \n",
    "    plt.figure(22)\n",
    "    plt.plot(EsVHfit2, dataVHfit2, 'o')\n",
    "    plt.plot(np.arange(-10, 10, 0.01), offset_function(np.arange(-10, 10, 0.01), *popt2))\n",
    "    plt.xlim([-10, 10])\n",
    "    plt.show()\n",
    "    \n",
    "    popt3, _ = curve_fit(offset_function, EsHVfit2, dataHVfit2, p0=[10001, 0, 2, 10])\n",
    "    offsetsHV[num] = popt3[1]\n",
    "    \n",
    "    plt.figure(23)\n",
    "    plt.plot(EsHVfit2, dataHVfit2, 'o')\n",
    "    plt.plot(np.arange(-10, 10, 0.01), offset_function(np.arange(-10, 10, 0.01), *popt3))\n",
    "    plt.xlim([-10, 10])\n",
    "    plt.show()\n",
    "\n",
    "offsets = (offsetsHV + offsetsVH)/ 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b1d3c757",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.17724747],\n",
       "       [0.36191996],\n",
       "       [0.29677195],\n",
       "       [0.2943407 ],\n",
       "       [0.19602789],\n",
       "       [0.2882704 ],\n",
       "       [0.29582868],\n",
       "       [0.32003094],\n",
       "       [0.3781241 ],\n",
       "       [0.28307797],\n",
       "       [0.34608171],\n",
       "       [0.40520225],\n",
       "       [0.32055173],\n",
       "       [0.27911346],\n",
       "       [0.24852056],\n",
       "       [0.18399007],\n",
       "       [0.23910413],\n",
       "       [0.24264253]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "offsets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "956f4030",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "EsHVfit = EsHV[:, 870:960]-offsets\n",
    "EsVHfit = EsVH[:, 870:960]-offsets\n",
    "\n",
    "dataHVfit = dataHV[:, 870:960]\n",
    "dataVHfit = dataVH[:, 870:960]\n",
    "\n",
    "asHV, bsHV, bsHVerr, dsHV, csHV, csHVerr = [], [], [], [], [], []\n",
    "plt.figure()\n",
    "plt.title('RR')\n",
    "\n",
    "for idx in range(len(Ts)):\n",
    "    E = EsHVfit[idx, :]\n",
    "    I = (dataHVfit[idx, :] / 2) + (dataVHfit[idx, :] / 2)\n",
    "    popt, pcov = curve_fit(offset_function, E, I, p0=[20, 298, 5, 10])\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    asHV.append(popt[0])\n",
    "    bsHV.append(popt[1])\n",
    "    csHV.append(popt[2] * 1.669)\n",
    "    dsHV.append(popt[3])\n",
    "    bsHVerr.append(perr[1])\n",
    "    csHVerr.append(perr[2] * 1.669)\n",
    "    plt.plot(E, I + 50 * (idx - 1), '.-', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.arange(285, 310, 0.1), offset_function(np.arange(285, 310, 0.1), *popt) + 50 * (idx - 1), color=(Ts[idx] / 300, 0, 0), linewidth=1.5)\n",
    "plt.xlim([285, 310])\n",
    "plt.show()\n",
    "\n",
    "plt.figure(30)\n",
    "plt.errorbar(Ts, np.array(bsHV) - np.array(offsets).flatten(), bsHVerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "plt.figure(31)\n",
    "plt.errorbar(Ts, csHV, csHVerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "asVH, bsVH, bsVHerr, dsVH, dsVHerr, csVH, csVHerr = [], [], [], [], [], [], []\n",
    "plt.figure()\n",
    "plt.title('LL')\n",
    "\n",
    "for idx in range(len(Ts)):\n",
    "    E = EsVHfit[idx, :]\n",
    "    I = dataVHfit[idx, :]\n",
    "    popt, pcov = curve_fit(offset_function, E, I, p0=[20, 298, 5, 10])\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    asVH.append(popt[0])\n",
    "    bsVH.append(popt[1])\n",
    "    csVH.append(popt[2] * 1.669)\n",
    "    dsVH.append(popt[3])\n",
    "    bsVHerr.append(perr[1])\n",
    "    csVHerr.append(perr[2] * 1.669)\n",
    "    dsVHerr.append(perr[3])\n",
    "    plt.plot(E, I + 50 * (idx - 1), '.-', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.arange(285, 310, 0.1), offset_function(np.arange(285, 310, 0.1), *popt) + 50 * (idx - 1), color=(Ts[idx] / 300, 0, 0), linewidth=1.5)\n",
    "plt.xlim([285, 310])\n",
    "plt.show()\n",
    "\n",
    "plt.figure(30)\n",
    "plt.errorbar(Ts, np.array(bsVH) - np.array(offsetsVH).flatten(), bsVHerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "plt.figure(31)\n",
    "plt.errorbar(Ts, csVH, csVHerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(Ts, asHV, 'o')\n",
    "plt.plot(Ts, asVH, 'o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "8fa6562b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def voigt_profile(x, a, b, sigma, gamma):\n",
    "    return a * np.real(wofz(((x - b) + 1j * gamma) / (sigma * np.sqrt(2)))) / (sigma * np.sqrt(2 * np.pi))\n",
    "\n",
    "def multi_voigt(x, *params):\n",
    "    num_peaks = (len(params) - 4) // 2\n",
    "    sigma, gamma = params[-4], params[-3]\n",
    "    baseline = params[-2] * x + params[-1]\n",
    "    y = np.zeros_like(x)\n",
    "    for i in range(num_peaks):\n",
    "        a, b = params[2 * i: 2 * i + 2]\n",
    "        y += voigt_profile(x, a, b, sigma, gamma)\n",
    "    return y + baseline\n",
    "\n",
    "EsHVfit = EsHV[:, 885:945]#-offsetsHV\n",
    "EsVHfit = EsVH[:, 885:945]#-offsetsVH\n",
    "\n",
    "dataHVfit = dataHV[:, 885:945]+dataVH[:, 885:945]\n",
    "dataVHfit = dataVH[:, 885:945]\n",
    "\n",
    "sigma_vals = []\n",
    "gamma_vals = []\n",
    "fwhm_vals = []\n",
    "peak_positions_vals = []\n",
    "sigma_errs = []\n",
    "gamma_errs = []\n",
    "fwhm_errs = []\n",
    "peak_positions_errs = []\n",
    "weighted_sum_vals=[]\n",
    "weighted_sum_errs=[]\n",
    "\n",
    "plt.figure(figsize=[4,10])\n",
    "for idx in range(len(Ts)):\n",
    "    if Ts[idx] < 61:\n",
    "        peak_positions = [293.5, 295.5, 297.5, 299.5, 301.5, 303.5]\n",
    "        a=1\n",
    "    elif 61 <= Ts[idx] < 66:\n",
    "        peak_positions = [293.5, 295.5, 297.5, 299.5, 301.4]\n",
    "        a=2\n",
    "    elif 66 <= Ts[idx] < 101:\n",
    "        peak_positions = [295, 297., 299., 301]\n",
    "        a=3\n",
    "    else:\n",
    "        peak_positions = np.array([294.3, 296.3, 298.3, 300.3])+1.3-Ts[idx]/100\n",
    "        a=3\n",
    "    \n",
    "    initial_params = []\n",
    "    bounds_lower = []\n",
    "    bounds_upper = []\n",
    "    \n",
    "    for pos in peak_positions:\n",
    "        initial_params.extend([10, pos])\n",
    "        bounds_lower.extend([0, pos - 1])\n",
    "        bounds_upper.extend([np.inf, pos + 1])\n",
    "    \n",
    "    initial_params.extend([0.148, 0.2, 0, 0])  # sigma, gamma, baseline\n",
    "    bounds_lower.extend([0.147, 0, -np.inf, -10])\n",
    "    bounds_upper.extend([.149, 2, np.inf, 100])\n",
    "    \n",
    "    E = EsHVfit[idx, :]\n",
    "    I = dataHVfit[idx, :]\n",
    "    popt, pcov = curve_fit(multi_voigt, E, I, p0=initial_params, bounds=(bounds_lower, bounds_upper))\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    \n",
    "    sigma_vals.append(popt[-4])\n",
    "    gamma_vals.append(popt[-3])\n",
    "    fwhm = 2 * (0.5346 * popt[-3] + np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))\n",
    "    fwhm_vals.append(fwhm)\n",
    "    if a==1:\n",
    "        peak_positions_vals.append(np.r_[popt[1::2]])\n",
    "        peak_positions_errs.append(np.r_[perr[1::2]])\n",
    "    if a==2:\n",
    "        peak_positions_vals.append(np.r_[popt[1::2]])\n",
    "        peak_positions_errs.append(np.r_[perr[1::2]])\n",
    "    if a==3:\n",
    "        peak_positions_vals.append(np.r_[0,popt[1::2]])\n",
    "        peak_positions_errs.append(np.r_[0,perr[1::2]])\n",
    "    sigma_errs.append(perr[-4])\n",
    "    gamma_errs.append(perr[-3])\n",
    "    fwhm_errs.append(2 * np.sqrt((0.5346 * perr[-3])**2 + (0.5 * popt[-4] * perr[-4] / np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))**2))\n",
    "    I_weight=np.array(I-E*popt[-2]-popt[-1])\n",
    "    E_avg = np.sum(E*I_weight)/np.sum(I_weight)\n",
    "    weighted_sum_vals.append(E_avg)\n",
    "    weighted_variance = np.sum(I_weight * (E - E_avg) ** 2) / np.sum(np.abs(I_weight))\n",
    "    weighted_std_err = np.sqrt(np.abs(weighted_variance) / len(I))\n",
    "    weighted_sum_errs.append(weighted_std_err)\n",
    "    plt.plot(E, I + 50 * (idx), '.', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.arange(285, 310, 0.1), multi_voigt(np.arange(285, 310, 0.1), *popt) + 50 * (idx), color=(Ts[idx] / 300, 0, 0), linewidth=1.5)\n",
    "plt.xlim([285, 310])\n",
    "plt.ylim([0, 1000])\n",
    "plt.savefig('Tdepfits.eps')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.errorbar(Ts, sigma_vals, yerr=sigma_errs, fmt='o-', label='Sigma')\n",
    "plt.errorbar(Ts, gamma_vals, yerr=gamma_errs, fmt='s-', label='Gamma')\n",
    "plt.errorbar(Ts, fwhm_vals, yerr=fwhm_errs, fmt='d-', label='Voigt FWHM')\n",
    "plt.xlim([0,110])\n",
    "plt.ylim([0,2])\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Width (units)')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o-', label=f'Peak {i+1}')\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0,160])\n",
    "plt.ylim([285,310])\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.errorbar(Ts,weighted_sum_vals,yerr=weighted_sum_errs,fmt='o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "40ec037a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ -2.83148259,   0.65397461,  -0.48091748,  -9.70125165,\n",
       "         4.17985305, -13.12604625,  38.87243257,   1.93043329,\n",
       "         6.57083939,  -3.80456672,  -2.62919187,  -1.4540016 ,\n",
       "        -8.36419188,   2.05163546,   6.6921646 ,   2.09211821,\n",
       "         5.57751389,   3.28761138,   3.30772971,  22.96419412,\n",
       "         6.81342829,  11.45389592,  12.62920924,  14.95947145,\n",
       "        17.28985671,  14.99989268,  32.3462132 ,  23.12575599,\n",
       "        41.62714845,  34.71695817,  38.20229233,  26.67181428,\n",
       "        30.15720996,  19.78174232,  31.35264161,  31.37288298,\n",
       "        22.15242577,  33.72338657,  26.81307324,  30.2984074 ,\n",
       "        24.54328906,  24.56340739,  21.11843294,  10.74290378,\n",
       "         6.14285739,  18.86876709,  14.26859765,   7.35840736,\n",
       "        11.99881347,  12.01905484,  10.88410123,   9.74914761,\n",
       "         2.83889581,   7.47930191,  -4.05117614,   0.58922996,\n",
       "         7.53977994,   9.87016521,   9.89028354,   9.91040186,\n",
       "         1.84507812,   5.33041227,  15.74617809,  -0.40464926,\n",
       "        -3.84974676,   0.79065934,   4.27611655,  -6.09947414,\n",
       "         6.62643557,  -3.74909359,  -3.72891374,   5.53178013,\n",
       "        -7.15389291,   2.10680096,   5.59219664,  -9.40362029,\n",
       "        -0.14292641,  -3.58802391,  -2.41277212,   8.00293217])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "I_weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "04d24c27",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kB = 0.695034444  # Boltzmann constant (1/K/cm)\n",
    "\n",
    "# Example data (replace with actual values)\n",
    "\n",
    "# Define the anharmonic frequency function\n",
    "def anharmonic_fit(T, homega_0, a):\n",
    "    return homega_0 - (a / (np.exp(homega_0 / (2 * kB * T)) - 1))\n",
    "\n",
    "def anharmonic_fit2(T, homega_0, a):\n",
    "    return homega_0 + (a / (np.exp(296.68/ (2 * kB * T)) - 1))\n",
    "\n",
    "# Initial guess for parameters: [omega_0, a]\n",
    "initial_guess = [298, 4]  # Adjusted based on the scale of the data\n",
    "\n",
    "# Perform the fit\n",
    "popt, pcov = curve_fit(anharmonic_fit, Ts, weighted_sum_vals, p0=initial_guess)\n",
    "popt2, pcov2 = curve_fit(anharmonic_fit, Ts[7:16], weighted_sum_vals[7:16], p0=initial_guess)\n",
    "\n",
    "# Extract fit parameters and uncertainties\n",
    "omega_0_fit, a_fit = popt\n",
    "perr = np.sqrt(np.diag(pcov))  # Standard errors\n",
    "omega_0_fit2, a_fit2 = popt2\n",
    "perr2 = np.sqrt(np.diag(pcov2))  # Standard errors\n",
    "\n",
    "# Generate smooth curve for plotting\n",
    "T_fit = np.linspace(min(Ts), max(Ts), 100)\n",
    "weighted_sum_fit = anharmonic_fit(T_fit, *popt)\n",
    "T_fit2 = np.linspace(min(Ts), max(Ts), 100)\n",
    "weighted_sum_fit2 = anharmonic_fit(T_fit2, *popt2)\n",
    "\n",
    "# Plot results\n",
    "fig, ax1 = plt.subplots(figsize=(6,4))\n",
    "\n",
    "ax1.errorbar(Ts,weighted_sum_vals,yerr=weighted_sum_errs,fmt='o')\n",
    "ax1.plot(T_fit, weighted_sum_fit, label=f'0~300K Fit: $\\omega_0$={omega_0_fit:.2f}, a={a_fit:.2e}', color='blue')\n",
    "ax1.plot(T_fit2, weighted_sum_fit2, label=f'65~300K Fit: $\\omega_0$={omega_0_fit2:.2f}, a={a_fit2:.2e}', color='k')\n",
    "ax1.legend(loc='lower left')\n",
    "\n",
    "initial_guess = [0.7, 2]  # Adjusted based on the scale of the data\n",
    "\n",
    "# Perform the fit\n",
    "popt, pcov = curve_fit(anharmonic_fit2, Ts, fwhm_vals, p0=initial_guess)\n",
    "popt2, pcov2 = curve_fit(anharmonic_fit2, Ts[7:], fwhm_vals[7:], p0=initial_guess)\n",
    "# Extract fit parameters and uncertainties\n",
    "omega_0_fit, a_fit = popt\n",
    "omega_0_fit2, a_fit2 = popt2\n",
    "perr = np.sqrt(np.diag(pcov))  # Standard errors\n",
    "\n",
    "# Generate smooth curve for plotting\n",
    "T_fit = np.linspace(min(Ts), max(Ts), 100)\n",
    "width_fit = anharmonic_fit2(T_fit, *popt)\n",
    "width_fit2 = anharmonic_fit2(T_fit, *popt2)\n",
    "ax2 = ax1.twinx()\n",
    "# Plot results\n",
    "ax2.errorbar(Ts,fwhm_vals,yerr=fwhm_errs,fmt='o', color='red')\n",
    "ax2.plot(T_fit, width_fit, label=f'Fit: $\\omega_0$={omega_0_fit:.2f}, a={a_fit:.2e}', color='red')\n",
    "ax2.plot(T_fit, width_fit2, label=f'Fit: $\\omega_0$={omega_0_fit2:.2f}, a={a_fit2:.2e}', color='gray')\n",
    "ax2.legend(loc='upper left')\n",
    "plt.savefig('Tdep_fits.eps')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b09de3f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.interpolate import interp1d\n",
    "\n",
    "# Raw data\n",
    "x_vals = np.array([\n",
    "    0, 10.445682451253504, 17.13091922005573, 27.994428969359333, 35.515320334261844,\n",
    "    44.70752089136491, 53.481894150417844, 60.167130919220085, 70.61281337047356,\n",
    "    80.22284122562675, 90.2506963788301, 99.86072423398332, 107.38161559888582,\n",
    "    114.90250696378834, 124.93036211699166, 135.79387186629532, 143.3147632311978,\n",
    "    151.25348189415044, 159.1922005571031, 170.0557103064067, 176.3231197771588,\n",
    "    185.09749303621174, 194.28969359331478, 205.9888579387187, 213.50974930362122,\n",
    "    219.35933147632312, 226.88022284122565, 231.05849582172704, 239.83286908077997,\n",
    "    251.949860724234, 258.63509749303626, 267.8272980501393, 274.51253481894156,\n",
    "    282.0334261838441\n",
    "])\n",
    "y_vals = np.array([\n",
    "    0.8206706281833616, 0.8206703326066085, 0.8206786324018329, 0.8206783250020099,\n",
    "    0.8206781121867477, 0.8207033189722441, 0.820711559652118, 0.820711370482996,\n",
    "    0.820736541799282, 0.820778714690401, 0.8208378536871426, 0.820939449328686,\n",
    "    0.8210241261568874, 0.821142758842474, 0.8213377212687573, 0.8215920827993246,\n",
    "    0.8217786271996821, 0.8219566708126231, 0.8221432033899105, 0.8223805869917853,\n",
    "    0.822541699968314, 0.8227366978638077, 0.82295715082927, 0.8232369556067363,\n",
    "    0.823406522078401, 0.8235336910206146, 0.8237032574922795, 0.8238050068337345,\n",
    "    0.8240169826579207, 0.8242882866479704, 0.8244408988370827, 0.8246613518025452,\n",
    "    0.8248224529560039, 0.8249877749454956\n",
    "])\n",
    "\n",
    "# Interpolation function\n",
    "interp_func = interp1d(x_vals, y_vals, kind='linear', fill_value='extrapolate')\n",
    "\n",
    "# Create new x values up to 300\n",
    "x_new = np.linspace(0, 300, 500)\n",
    "y_new = interp_func(x_new)\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(x_vals, y_vals, 'o', label='Original Data')\n",
    "plt.plot(x_new, y_new, '-', label='Linear Spline Interpolation')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.title('Linear Spline Interpolation up to x = 300')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "deltaV=interp_func(Ts)/interp_func(0)\n",
    "\n",
    "def thermo_exp_fit(T, homega_0, gamma):\n",
    "    return homega_0*np.exp(-gamma*(interp_func(T)/interp_func(0)-1))\n",
    "\n",
    "popt_weighted3, pcov_weighted3 = curve_fit(thermo_exp_fit, Ts, weighted_sum_vals, p0=[297.8,2])\n",
    "popt_weighted4, pcov_weighted4 = curve_fit(thermo_exp_fit, Ts[8:16], weighted_sum_vals[8:16], p0=[297.8,2])\n",
    "\n",
    "# Generate smooth curve for plotting\n",
    "T_fit = np.linspace(min(Ts), max(Ts), 100)\n",
    "weighted_sum_fit3 = thermo_exp_fit(T_fit, *popt_weighted3)\n",
    "weighted_sum_fit4 = thermo_exp_fit(T_fit, *popt_weighted4)\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "ax1.errorbar(Ts, weighted_sum_vals, yerr=weighted_sum_errs, fmt='o', label=\"Weighted Sum Data\", color='blue')\n",
    "ax1.plot(T_fit, weighted_sum_fit3, label=f'0~300K Fit: $\\omega_0$={popt_weighted3[0]:.2f}, gamma={popt_weighted3[1]:.2e}', color='blue')\n",
    "ax1.plot(T_fit, weighted_sum_fit4, label=f'65~300K Fit: $\\omega_0$={popt_weighted4[0]:.2f}, gamma={popt_weighted4[1]:.2e}', color='black')\n",
    "ax1.set_xlabel(\"Temperature (K)\")\n",
    "ax1.set_ylabel(\"Weighted Sum (units)\", color='blue')\n",
    "ax1.set_ylim([294,299])\n",
    "ax1.tick_params(axis='y', labelcolor='blue')\n",
    "ax1.legend(loc='upper left')\n",
    "\n",
    "# Create a second y-axis\n",
    "ax2 = ax1.twinx()\n",
    "ax2.errorbar(Ts, fwhm_vals, yerr=fwhm_errs, fmt='o', label=\"Width Data\", color='red')\n",
    "ax2.plot(T_fit, width_fit, label=f'Fit: $\\omega_0$={omega_0_fit:.2f}, a={a_fit:.2e}', color='red')\n",
    "ax2.plot(T_fit, width_fit2, label=f'Fit: $\\omega_0$={omega_0_fit2:.2f}, a={a_fit2:.2e}', color='gray')\n",
    "ax2.set_ylabel(\"Width (units)\", color='red')\n",
    "ax2.set_ylim([0,5])\n",
    "ax2.tick_params(axis='y', labelcolor='red')\n",
    "ax2.legend(loc='lower right')\n",
    "\n",
    "plt.title(\"Weighted Sum and Width vs. Temperature\")\n",
    "plt.savefig(\"Weighted Sum and Width vs. Temperaturev2.eps\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ccb8ccfe",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    FWHM = fwhm_vals\n",
    "    \n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o', label=f'Peak {i+1}',color='r')\n",
    "    \n",
    "    # Add shading for FWHM\n",
    "    lower_bound = np.array(peak_pos) - np.array(FWHM) / 2\n",
    "    upper_bound = np.array(peak_pos) + np.array(FWHM) / 2\n",
    "    plt.fill_between(Ts, lower_bound, upper_bound, alpha=0.2,color='r')\n",
    "\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0, 300])\n",
    "plt.ylim([290, 305])\n",
    "plt.savefig('PeaksTdep.eps')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0df173cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4I0csvmxiR4baw4etvriCaX75Rfhl27HDYprKIOpDiIgQVLYq2zDWdOdDoVQ3jnS+tnRtRQpCTeOoQQ4vzdq1hDtzhmhef90xbfnixUTz1ltW23Kx91mZ5+OI9rKi8m126NeH//mn3fUjhLXnk71sGVVqzLGq1FTwsB2hcYoeedgwJVMdWFP4KBRK7cLRA6DqwlEKX3W35WKp6edTUfmW6sfRSpolLJVPl3QLUFGlOPJlc8jIo5Y0RnVh9Fdb0MTHk5IjR4iG1g2lBnnUraA13ZZXRE0/H0eWX139Fl3SLYAtOxI6chmtPXnVhqXEQtTmVTK1BVVEBAqMdkJ2XbsWTrSOKJQaoabb8keJ6qgfeqClAFW+zfJDDv2wLaNNSECWwHJi75gYSGhdUSgUSqWo6v5b6vAcKbUeJjBQd44ThUfJli38PSO0Wmhu3KgSpUabkABtVBQkTZpQpYlCoVAqSZ1XaminQKkM+veHlJRAtWQJ1AcOCF6XP24csGoVFEOH2vXOCaWpaJpLn4YNDwfr7g6SmQkuJwckN1f3Ky427NZKNBowUimgUOgO51QqwXp6gqlXD2y9euDy88Hdu0e/EwqF8lBTp6efUpYtAzttGvV9oNiFiVKhRyaDrE8fqI8e1fkdsSwYDw+Q7GwAgKR9e2j/+0/UO2euvDjNmAEoFFAtXMi7Vj5iBBgvL2hv3oSmbJdlRyNp1Qqynj0hCQ0FGxoKSUgI2NBQsP7+YFi2UnnTQQaFQrEG9akRQF8p9xgGbsbiU98HigDGHS3r5YXS48dR+uefKF6/3vRChoHniROQ9eypSxMdDUl4OFhPTxR++ilUixfzt2dnWXjduwdpaCivQ+fy81G6fz/yX3wRjjjbSz56NEhuLtT//GOQVzl1KuRDhwIsi9I9e1C8dKmhLOngwWBcXaHevp2Xl6RZM3BpaQZlTVeAHJLgYLBhYZA0bgxJo0aQNGoEVv/Xw8OqfLZanqpa4aGKFYVSe6FKjQAGpQaAm1mcR2Qk5PpD8Si1GkdN41hDtX49CiZMKLfGSCRWz42x9v6ofvwRBUJWGZkMbFAQuAcPypUXHx/d2SmWsCCHpGdPnSUoP99yWgfBNmwIeHmB0x8myDCQ9esHxtMT3P370ERHm5w7w3h7GxQdxtcXjEIBaefOkLRoAc3NmygYMwbm54MpRo4EGxgI7f37KN2xA/oD7iprVbX0HhQtX47CqVMdVg6FQnEsVKkRwJpS4/zNN3CZNasmxKKIwHxU77JkCZynTjXEm3daRKtF0cKFKPrkE+hP33VZvBjO06cLpiF5eVCtX4/iJUt4ZTMNG0Lepw9Kfv/dtBOuwNInuDKqIoSUF5aFV0wM1AcO6BSusuX1rmvWwOnNN6GJj0e2+aGfDANpr17QGJ8kr88uNBQAwAmc0CwdOBCaQ4fEWYrq1QPr7g7u/v3y23jsMbCenuCys8HFxYFYU9hsgWHgvm0b5M8+Cy4pyaKiaosvktN774FRKlGyeze0Fy6YllNW11L94bAWoNYdCqV6oEqNAIJKjdEpsM7z5sF5wQIwDFNTIlKsoImL03XaZq8eExQEebduIByH0r/+0nVaDAO2cWNwCQm6k87NYBo2hKxbN4AQXRobXmf3I0eg6NdP1zkKKBUAQDgOXEoKuAcPoI2JgTYmBlxMDNSnTkF765Zphs7OQFERrxy3TZugHD3aajnG01zGnalQGvngwRaXmwOwGFe6fz8vL+WoUVD9+CMKp02rsL5swt1d+NT6ipDJdKcKAzpL0ZNPQtarFxgXF2guXULJr78anqn8f/+DJDQUqgULRClpbOPGcFm4ENJu3cDdv89TXKxNm1WHNZFCeZSgSo0AxkpNg4gI3Xx/48YoWbMGRWXOl4pXX4XzJ5+Ai419pBsXRzfKluJsLYdLS0PO0KH8EXUVIO3RA5rTp3nWGK8bNwCGAZecDM3169DeuAFwHEhBAbikJHAJCdDGxgKlpYZkjI+PwbGW9fUF4+oKaffukPfqBa6khG9ZMbP6WFJerCGUxpqCJFZ5srQnj/Nnn6Howw958sieeQYAoN6xgxfnERkJ7b17fOVp9GioL15E7uOP8xWRCqYCxcDUrw9J48a6520DshdegKxpU2jj4lDy229mmTFQvvMOuJQUlP7xh6ipLHs3bqwu5cmeb9seqDJIsUSV7zNXJfsUVzH6bZaTZs3ixRWtW0fSJBKSBpT/WJYU1dBRBY7cbt9aXkJxRcuXkzSGsVgHgmnWrydpLGuShispIeq7d0n+9Onl+TEMyXnpJVL4/fck56WXbCpHtWULyfD3N302+p9EQlS//07yxo8XjC9YvLhcLuPn+ssvJPeVVwTT5Lz4Isnq0cM0XKHgX+viQjKbNCHZffqQ3FGjSP6MGaRo2TJSvGsXUV+7RrR5eRU+m6L168vfO4mkSt83TXw8KYmMtPweWIgTQkhuTXw8v64lEqKJj7caZ618oXKK9+0Tfhe8vEiap6dgXEZIiGB4VpcuJLNdO5Jer55wno74sSwp3rePaO7fJ9rMTMPpzsZ1z6sbhiGFK1cSrqCgvH5s+OZsem4OTGNPftUlG6V6safPEpOGHpMggF7Ty8nKgoeXFy+++LffkP/qq6aBRnPr1TVaceR2+9byMo+TP/20zgpx9iwvH+Xrr0M+YgS0cXE6h0ojnxZJ48bIGz6cP6I2mtqzFcUrr0AxYgS0CQkonD7dJD3buDHkAwageN06Q/mKt96CvFs3aJOSUDRvHq88aZ8+4BITwd27Z7NcbKNGYP38wLi4ACwLSWgoJE2bgg0IANugQflfN3PPLPuwxxpTG3CkRUhMOdZ2bwbETaeZr7LSREVBEhQE1t0dJQcOoMC8PYBuaTucnaE9f54vrJMToFJVXHnOzmA9PMC4u4Oo1SZ+SCbIZGCDg03eX9mAAWCcnFC6a5fptQwD9x07IH/qKTASCa9N0jx4gOzwcNO6YVl43b8PaUiIoQ4MK/78/FC6axfyXnjB9u+YZeF56RJk7drZ3F6yfn4o2bkT+SNHVt5XzUZfKEdTGyxmjkwjNi97pmLFpqHTTwJUVCmlkZHI7d+fF874+0Pavr1ugzUblIPKKCGamBhkN2pU4cdNCNE1zmU/YvRvaDQgWi20CQnI7dqVX4i3NxhXV5C4OLtkFAXLCjvIurgAhYWOK0cmA6RSkw5F0qoVJM2b6zagY1mgtBRscDAkQUFg3N3BuLtDfeoUVF99RfcsciDWlDRHKXCOnE6zdh/Wjr6w2X8JAHx84LpoEVhvb3C5uSB5eSC5udDeuoWSv/4ymbI0YMegAIDum1MoTJUrFxed/5ZQflIp2KAgQC4Hd+eOSTg0GvHlQ7f7OElIMMjjNGsW5MOGAQBKd++G6ttvy+tIoQBKSgTzcd+/H4pBgwTjSnbuRF7Z1KYxbHAwnGbOhHLsWJCCgkpNe9uCPe1/dSgBAKBauxYFkyY5foDMMFC8+iqkrVtDGxOD4lWreCsYnT7+GFxcHEo2bDAs0lC8+iqkrVrp0qxeLZwmPh4lP/5YPn27Zg2c3nqLKjVC6Csltm9fuEskuodDiOEvKS6GRmj0ZQmFQvdX4INkg4PLO3SjMkAIiEAYOM7gnyGoBEjLNnE2TlNbsND4Slq2BJycoL14kXe97Mknod67l5dG2qEDtPfvg+Tm8uJcfvgBsp49wTg56X7OzoD+32X14ygfFErtp6aVJ0vlmKdhfH1BUlLAuLvD/a+/IGnaFNqoKGijo1EwdSpQXAw2NBRcfLypX9Ebb6Bo1SoUTZ7Mk0vau7fgijbI5cIKUm3HyuBH2qoVGCcn3TUSCcCyICoVNBcuWLeKmbVLbPPmkAQFgUtMhPbmTUO4bMgQyB57zCR/MAzAMLpNJcv+zeXlgWRmgvH1BevlBXAc1KdPo/TPP3nlOn3wASQhIToFNi0NrJ8fWB8faFNToT52DOp9+3jiygYOBACo9asOGQby556DJDgYmvv3BX3SlNOng2RkoGTjRkMa2eDBYJRKaK5fBxcdzatn9507wfr5Ge4LDFO+OMYozPj/XGoqcgcMqLF+h2nSBEVNmyJkzx6q1BijV2riR4yAu0JR/vD0Ly7LQhsVVe4kyjCQ9ugBolJBe+mSqLLko0ZB2rixyQci9G/9R8OlpKD4l19AsrIE81O88QZknTqVp5dIwEgkuo+w7EdycqBNTITm2jXdRmv61SHGsCxcvvsOpKgIRXPn8uI8Tp6E+uRJFM2ZUz7FtHQplP/7H7iUFGQ3ayZoRbJm2rfUMVgKp4dDUmoTlVWUGWdn5D37LNQnTui+Vf3ApAz58OFw37wZXHa2zU7ZFlenvfYaVGvWoHDKFJ5Mrr/8AhQX60bu+jSrVkHWoweKf/1VZ7E0T7N1K7j793UO4Pql8HPmQDF0KIhGg5KdO3XbH5TFKSdMAKNUQiW0JYKnp25QJzBgkT//PEh2NtSRkeV1o3cId3KCrE8fMAoFSF4euPx8aK9c0cUZr4IDwDZtCoYQaBMSbJsG1KcLCCh/NlqtzhJuNOAkxcWmlmWB50ipWvIBNAaoo7AxtjoamTstCjrylTmbFv3yS7mzq7FjYlgYKTlwoDw/AWcofXjR6tUkzdlZl65RI1LwySd8p2WJhBT98ANRx8UJ5lW0di1Pjuz+/UnBZ59ZdES15qQqxnGzojTW4uwph0Kpa3AqFckZNozvRMwwRP3ggdW0Yr85e5yy7XXkFopzlMO4JjqaZLZqZbiG17717Uu0aWmCshUfPizsMN60qbAzt1JJ8mfOJJqEBF57XXrrFl/msl+6v79g+2/NaTzr8ccF3wPBcIBktGxJcp55Rrj84GDB8OwnnyT5H31km2wMQ/I/+oiUnj9PSs+dI6Vnz+p+Z86Qkn//JXnTplm8F9Uff5CSo0dJ3qxZJg7beTNnEtWmTfzyy/rN4n/+IXlTp5qmmTKFFEVE8NMwDMl75x0S/+abVeoo/FArNUJYa1hM4liWpLm7Gx5IVqdOgt75Jl77+hdx4ECizcwkhJR/3Oq7d01X6RitFsp9802SP20ayezUSfCFU8fFmeTliFUv9qaxh+oqh0KpDooPHRLsHEoiIytM64jVaVWRxp68xJSjzcsj2U8+KawM3r9vMZ0l5an03DmLCgpPeWIYkt6ggcVrCxYuJJxaLXg/qo0bBdMU79hhsQ4qUvgckSZ/7lyL9Vly5IhJ/RXv20dyXnihvC/r0cPqcxN6Ryt61mLSZN28WXuUGrVaTebOnUtCQ0OJUqkkYWFhZMGCBUSr1Rqu4TiOfPzxx6RBgwZEqVSSxx9/nFy/ft0kn+LiYjJlyhTi4+NDnJ2dyfDhw0m8iA6vskvCbFUOtDk5JH/aNItacnpgoPBHamHExnEcyZ83z/bRgIjGkkKhVA8VdUBVUV5NDlgcNZiyVxm01DnywtetI8X//EOyunSxvX01e25irFXW6sCRSoClNCVHjli8r8zWrUnOs8+ays4wpHDpUsJxXLW9U0JpqnpJtyil5vPPPyc+Pj5k9+7d5MGDB+SPP/4grq6uZOnSpYZrvvzyS+Lm5ka2b99Orl27RkaNGkUaNGhA8oz2+pg4cSJp2LAhOXjwILl06RLp168fadeuHdFoNDbJUdWVYk7RunUOU0IsvYg5zz9PCr//vlobSwqFYh90WlU8lVEGxUx7W2pji7dvr1bLV1UrDpb2RUqTSoX7JpatFX1JrVJqhg4dSt544w2TsOeee4688sorhBCdJcLf3598+eWXhvji4mLi4eFBVq9eTQghJCcnh8hkMvL7778brklMTCQsy5J9+/bZJEd1KzUWfXHWrhX9kdpjmqRQKLUPOq0qnupo3yrjV2Qtz9r4rIXqU5uVRfJnz661Vv9apdQsWrSIhISEkDt37hBCCLly5QqpX78+2bRpEyGEkHv37hEA5NKlSybpnn76aTJ27FhCCCGHDx8mAEhWVpbJNW3btiXz588XLLe4uJjk5uYafvHx8dWq1BAiwgTqAM2/tn5AFAqFUlmqo317lAaH9jiM1yRVrdRIxayUev/995Gbm4vmzZtDIpFAq9Vi4cKFGD16NAAgJSUFAODn52eSzs/PD7GxsYZr5HI5vMx2Avbz8zOkN2fRokVYsGCBGFEdjtObb0I+eDBvqaalcHvy0iMJDKRLnikUykNJdbRv9rTLdRWh+pQEBsJ17VreVgEPcz3oEaXUbNmyBb/99hs2bdqEVq1a4cqVK5g+fToCAgLw2muvGa4zPx2bEFLhidnWrvnggw8wY8YMw//z8vIQVM3bZwOWP0Z7PlKquDxaqBMSUBoVBXmTJpDR506hVDmPehv7KCl2xohSambPno05c+bgpZdeAgC0adMGsbGxWLRoEV577TX4+/sD0FljGjRoYEiXlpZmsN74+/ujtLQU2dnZJtaatLQ09OjRQ7BchUIBhX7XXwqljpEdEYFko23RG6xdC68qOsKhupQnqqRRKLWfR1GxY8VcXFRUBJY1TSKRSMCV7ZIZFhYGf39/HDx40BBfWlqKY8eOGRSWjh07QiaTmVyTnJyM69evW1RqKJTahDohAYWRkVDrz8SxEl50/jySx40r30mW45A8YQIvrSPKz46IQFRICGL790dUSAiyIyIqTFNRnBDWyrFH7uqipsunUChVjyhLzfDhw7Fw4UIEBwejVatWuHz5MhYvXow33ngDgG7aafr06fjiiy/QpEkTNGnSBF988QWcnZ3x8ssvAwA8PDzw5ptvYubMmfDx8YG3tzdmzZqFNm3aYMCAAY6/Q8ojgyOtB+Z5EUKgTU9H5tKlyPzyS+iP3/D54AN4vvYaCv75B6kzZxoOiXPp1w/qpCSU3r7Nz1yrRWl0dIUylsbFofjSJbCurgAALj8fBXv3Imf9ekP5Tj16QOLjA01qKoqNT2XnOCS/9RYKDx8Gp1KhYMcOQxrfhQvhPWkSWHd35GzYYNGKZFwH0gYNUHrnDgoOHkTqu+/CsK18mZLmOniw1fupTmuVLeXX/+IL+MyapTuiBNTyRKE8LIg6+yk/Px/z5s3DX3/9hbS0NAQEBGD06NGYP38+5HI5AJ1vzIIFC7BmzRpkZ2eja9euWLFiBVq3bm3Ip7i4GLNnz8amTZugUqnwxBNPYOXKlTb7yVT1KZ+UuocjO83sdeuQPHGiwboiDQwEl5MDrqBAfGYWDgl16t0bPtOmQZORgZIbNwAApKgImpQUaFJSUHr3Lrj8fLvkryzSsk5dY2zRqOCk55DISLj07SsYp05IQJTAuUdNYmIqVCDsUTZMlLGAAORu3IiksWP5F0qlkIeFAXI5Sm/ehP40Yf/ly+E9aVKF5VNFiEIRDz2lWwDjSnHKy6MNSx2lsh2WPk3xtWu4364dzA/oFNtpMkqlzhKzcKG4G1EoBE94d+7fH/LGjVF86RKKzU84F0BSr57uVN6MDKC42ObilZ06QdG8OXL1J/zqYRhImzWDRsha5GCUnTrB+fHHIXFzA+vmBtbVFayrK7jSUmQtXYqSq1d5aVyGDEH9BQsg8feHOjqa9x5krV6NlMmTRSmqJsotw0Di7Q1tZqbo+5E3bw6Jjw9U//5rUHb8li6F9+TJYFi2xi1PtR2q8NXdOqhqualSI4C+UmKWLUPhtGmGhsXv++/hY3SqraWH4+iHVldfXktUR/3Y0ymYp3F98klo0tNRfOGCoDUkaNcuuA0bZvF+TPIDyk8TFsBr2jRIfX2RPm8eryzW0xNcTg4vjcTHB9KAAEj9/cG6u4ORSiFv2hSsszOyf/oJ6jt3rN4vT4Z330X2999btHhkR0Qg2WgJZ4M1a+A6eDDfSsKyCD1+HAAQ06cPL85r/Hhkr17NK9/3iy8gCwpCwZ49yNuyhVcPjKsrWGdncAUFICqV4DOpEIkEYFndPRjLVYascWOwLi66E5fVarDOzmCcnHSn2xcUoPjyZeE8zZ8rw8B12DBo09OhOnNGnIxuboC5Fc3oOTjaulPXnL+rQuGra21sXVV6HS230HOjSo0A+ko5yzBwFehg5E2aAEB5Z8cwcB85Ek7dukF15gzy/vjDMPqq7EOrqy8vIPzCZa5YgdR33rFYP2IbF/P68f3sM0jc3ZEydappp8eyaHTtGpQtW/LKkTZsiMLDhxE3aJC4jtLFBU6dO0N17JjhPfB8801IfH1RfPEiCg8c4KeRy4HSUuH8WBasi0v5tBDDwLl/f7j064fS6Gjk/vKL4T79V66E94QJFkUrOHIEcU88wQt3HzMGbs88g8SXXhJUXgr27+cpLrznEx0NeXi4qQJpIY3NipCZ5UtfjqxxY+T/9RdSZ80C1GrBe1W0bw+nLl10vkB6hXTYMKjj41EipIRUAOvtDS4rq1w0Pz+dIlVYKHi9slMncEVFuimmMmSNG0Narx44lQol//3HT1TBdJugXD4+kHh7Qx0VpQtgGLiPGgWXgQNB1GoUHjmC/K1bDXH+K1fCe+JEq3lmr1+v+3703+Pq1fAaNw6AY6fGslasQIrxd29jOeaorl7Fgw4deBbDkEOH4NK/v9X8bBp8iGhja0IZlDZsiLw//0TiCy+YXsSyaBIbW6sVsspMEwth6blRpUYAg1IDwLWymVXiZXP0S2Ccb1U5vOrhWT2GDYMmORnF58/z8vB45RW4jRgBdWIiUqdPF2xcSuPjUXrnDmShoZD6+YGo1VD9+y/ihw+3XViG0Y3EnZ1Rcu1aecNoYXoHAKRBQbophrQ0aJKTbS/LAm4vvACi0ZQ71rIs6n38MbwnToTExweMRCKoOADCCoUlKnp3rCkiYsqxRTaxipAQ+Xv2IH7YMF54/a+/hs/MmWBYlldOYWQkYss6OmN8PvwQTl26IOG55wStNRYRUkTMLSgCdWBRsQsO5inefj/8AG16OjI+/dQ+S5QZjEIB1sMDEg8P3l91SgoK9+7lpZG3bAnWza3cMZxhdFNjkyaBkcmsKgHG7YHE2xsFe/Yge8MGwXKU3bpB4uGhU/4rGOQwzs7I27gRWWvWWBwUOPfpA3mzZsiJiODJZuLHxrLwnjYNTt26ofTePaTPnWtxatnRipAlbCqHYSD197fYDnm98w78ly4Fw4padFxt5P39NxJGjOCFB/75J9wFwq1REhWFe82a8ZTb4AMHoO3cGZ6enlSpMcaiUsMw8HzrLZTGxqJIYBQuDQiAJimJF67s1AluzzxTHkBI+cMo+0sEwlQXLgg2Bu4vvQRZaKjp9TbkB0JQfO0aig4fNuTl3L8/FC1bAoSAy8uDNidH56/g5ATCcbqPSast/zfH6f6t1aI0JgYlV64Y8pL4+4N1cQFRqQTrwS5kMotTBQ7FgsOt24gRkHh7g3VzAzgOXHExZMHBkAUGomD/fuRt3szPyscHTo89hqJDh6w3liIVB7FUpDhUhwzWEFO+JQWlMg7EQvXDyGRIMtroU4/vokXwmTIFuVu2iFLGrN2rGAuX98yZutVhO3YIF8CyFqfTXIcN032TCQkAy0KbkYGSW7fA5eZWKLetSIOCAK3W9Lu3IFNFyFu1gjwsDNr8fJ0V1BYsfL8AAFdXQKQTvsuAAZAGByP3p5/KV7R9/TWcu3aF6vx53UpEM4U0PDoa8rAw0RYu3sq5r76CU5cuKD5/HqmzZ/PvS6HQKXYC9+vcrx8CfvwRjFTqsGlIRwyCtfn5iOnTx6S/0MM4O6Pe++/DfdQoaJKSrNYbGAb5O3Yge/16EAvPtNjPDx1TU6lSY4yl6SdGqQQjkwGA4MoR1t0dXF6ecKZyOSTu7rqPT6sFpFLdck/9Lsdl4aSsEeMKCiw+NEilkPj46JbiajQgGg0YuRyMVKrLxzjPsr8Mw0CbmwtNYiIvO4mvLwBAm55uCJM1bgypv79O62dZQCIp/zfLgisqgqrMb8JW5M2bCy5BVrRujdLYWBCxq3GEfBlYFkF79kB19qxutKtvKL79Fq6DBiE7IgLZS5bwsgravx+a+HhRHVZlrCHVRU0rLo7CXqulWMXOlnIcWadiLFyCsrEsQv/9F1J/f0Q3aiSsRLCs6cBHj1Sqqxez0a77qFHI+/33St2XAZlM1y4KOVPbMQXnUGQyMFKpzj/LETAMGCcnkKKi8iLCwiD19wcYBpq0NKijow1x0sBAMAoF1PfuiSrG/ZVXwBUUmGyjoGjXTrfKUa02bRcZBu6jR8O5Rw/de1DWF+j/DYYBw7IoOHoUeb/8YijDqU8fKFq2RMmtW+WKJcPAc+JEuA4caMhHk5UFTXIyZA0bQlK/vi5v/a+sDKJWI33uXBRfugQolTqreJncEj8/aAWOL3J9+mk4deoEMAxUFy+i4O+/bascuRwFpaXoClClxhi9UpOTkwPn/HybTcpeb77JC/d45RXkbd0KolLpPu6CAkGTJc+ptAynbt2gOn9elx/DgHF2Nsztyxo1gjompkIzsCY9HWlz5gj7eFiCZREeEwN52TJ4fX6ykBAU/PMP0ubNE3RedRkyBLKgIOSsWydopbDksyHYYDMMlN27o/jff3nl+K9ZA6///Q85v/4qahqlok5LbIdV260hDxP2KomOfqY1iRjrTr1581B07BiKIiN5+bg++yz8v/sOhZGRNvs8Be/fDy43FwkvvMBThJx69oTq5EleOcFHjsC1Xz/bfasYBvU++gjF//0naJXy++EHKNu1gyY5Geq4OEj9/CDx9ATRaqFJTUXK22/zZPP43/90FhezcO933gHj7Iziy5fLp8AYBor27cEVFJT7LhnBKJVgXV2hzciw/JAcgUSiU7gEpsUl9eqVD4I1mnIlQqMBV1QkrNjKZOWKLcc5ZGqztqL46COEf/45VWqMsdXRyFbfh+IbN5AwYoTOfGYMw8D9xRd1ZW7dynvRGm7dCo+RI03yY93ckPn118hYvJi/LJdh0ODnn8FlZpZv1GaMhZGZpQZJGhAAz//9D5DJkPHZZxWbkivps1FZp9Ka6rSo4lJ9VFdd1+ZnKsa6Y8u0XXU7f9tSjqMtc4622PHyW70ajFKJpFdf5cmk7NwZAAT9Cd1Hj9ZZxSxMU4ttqwoOHULcwIH8CLkc8iZNyvdLYhjdNJaVrR2kTZpAI6DYWYRlEXrmDGT+/lAnJqL0/n3kbd6Mgt27AZkMDdatg3P37uVKFSEgHAfV2bNIfustvsgtWgAASm/d4sX5LV0KZfv20KSlQZOQAGlAgE7ZIwTFfn7wbduWKjXGVIX3dP7evYh/6ilRaaz5C+T+8QcSyxQiWxA9MqsA388/h9TXF8lvv+1QK4UjnErtLYdCedio9MaEVej8XVE5js6vqq2w1uoagMU4e1YcWrt3MW25pH59uA0dipyff+bJFnr6NGK6deNNd7qPGoXCI0egTU3l5ef8+OOQhYQg97ffytMxDAK3bYP7c8/ZLrMN9WapLqp881xSB8nNzSUASG5ursPyLI2PJzdYltwAyn8MQ1LmzCEpc+aQGwxjGieRkNL4eNH53W7QwDSs7FcQGWmStiAy0iT/rPXryQ2JxFB25vLlJGfzZnK/Vy+r+QnlVRVUVzkUysOG+bedtX59lZXl6O+0pr97seVbq2trcY68T14569aRrIgIwXY8//Bhq7JZCi+Ji+P3P5Z+LFvhfdlbb0JURf9tDLXUGCHWpGvTZnF2mIEtYY8PCoVCqf1Qy2T1IdbCVR0yVMYB3lZLms/s2dAkJyP355958libdaionIrizKH71AhQlZXi6Be+OqZrarPjJIVCoVAqpjqm8WvDIJgqNQI8DAdaOnpEQEd6FAqFUrepDftjVTVUqRHgYVBqKJTqpDghAUVRUXBu0gRKqvRSKI80NTkIrur+W+rwHCkUSpUiVkFJXL8et4zOD2qxdi0a0ulJCuWRRRYY+NBa9GvnIRQiKE5IQFZkJIoTEmpaFApFNGLf38SICJwMCcGl/v1xMiQEiRERFeZvUGgAgONwa8KESn0v9JujUCi1lTqt1CT98ouoBp5CqUqqWkHJOHAAt956q9zJzwYF5b7QwYtaLYrEbNpVCZkpFAqlOqnTSs2dqVNFNfAUijGOtDjYbUExfn/Hj4cqPp4nW/aJE7g8dCiuDB7Mz0irRZHReTUmMq1bh6R16wTjkjZsAFfBuT7m9ZN79ixujRvHkzl9505oy87nsVSn1uranjT2QC1MFMrDT512FP4bgItZ3GORkfCuYL09hZIYEVGuVFTSz0QVF4dTxqeyA4BEgl4xMYI+L4QQ3J0xA/FLl/LipPXrwzksDHlnz9pcvtTLS3cganExuOJi/unvFk5Ilri6QhkSAhACqacnpB4eYJVKSFxcUBwfjxyjE5glbm7QWjvQlGUhb9AApUlJhm3eG33yCUJmzkTK779brOvEdetwa+JEQ1yT775DgzFjkLxxI6L0R4k4wA8oYe1a3J44kfoVUSg1DF39JIBFpYZl0Ss2lq7ueAQR4zyrio/HqbLO3IAVJcQa+Vev4vqYMSi8cYMX12H/fvgMGgRAp8hocnJQeOsWot5/H7kCZ3lZQ+LiAmVICAjHocj8JHWGQf3nn4dnr15gFQoU3r6N+OXLAa0Wnr17w+/ll6HJzkZJUhKk7u4ouncPadu28U5Qd2raFAzLQp2eDrXQqc0OROrpCW1Jie0nMLMsupw/D/fHHgMg7nnnnj+P8126mAYyDDoePw6vXr3oyjDKI0dNvvN09ZMIGJkMmtxcgDZMDy1CH6MYq4tWpdL5pQj4meRfu1bhB64vX+7vj8Q1a5CwfDmImXKg5+pzz8E5PByavDyUJCXxTvRlnZzA6Tt1hoHPkCFgFQqk//UXL692u3cbLJDFCQkoio6GMjgY9+fPR8rGjUjbtg2KoCA4hYUhYc0aQKuF36hRaL1xIxiJhJdf2t9/478RI0zCVHfvWr33Ntu3ozguzsSCEvzuu/Ds1QtZhw8jYflyq+mN0QicIG8VjsO5jh3h1KgRZPXr6yxZZRahJt99h6B33gEr5Tdn6bt24fqYMfz8CMHF3r3h0rIlCm/dcqgFp7o6jLpYTl2UuS7LIIQjrdS1kTpvqen+11+QuLjg3vz5yDtzBk5hYeh87hzk9erVtJi1AksflrUPzp6PsTo+YPOP0X/MGEhcXJC4erXphRasLsUJCfhvxAjkXbggmL9bhw547PBhyLy8QLRaqLOyUJqaavil7diBtK1b+QmFpncsTPkAgCIoCK1//x1ePXoYFBTn8HAoAwNRnJCAkwI7flqbyro3dy5iFi0yCXdp3RpdL14EK5cLypAVGYlLAqdDe/TsCY/u3RH33XcWLVnmMgOwKHeHfftwefBg3qF7bbdvB+vsjCtPPsk7lT54xgzELV5ssf4sIfXw0E2hOTlB7u+P0tRUvlWrImy02Am971xpKR589hkeLFxYriStWYOGZSccO/IbsdYxOfLbdmQHWFFejqqf6uy0LclcWxUHse1LVUCnnwTQV8rJ4cPRc+dOAEBpRgbOd+kC1YMH8Hz8cTx24IDFBr26qC7lwFKahLVrcXvSJMOH1XjhQvi9+CJSt27FvblzeeEAeHG2NJb2NrC23o+2sBBJP/+MO5Mn25QeADyfeAKhs2fDpWVLqO7dQ8aePUhcuxbavDxIXFzg9thjyDl5srzjZFmA48DI5WCVSmjz8mwqx/fZZ+EzaBAUgYFgZDJoVSq4d+wIqbs77s6YgeQNG0wTMAy6XbsG11atLOaZGBGBW0Y7frZYs8Zqg1ickICTwcGiptMqatzEymBNbmt5iUnj/cQTeLBoEZLWruWVrQwNhaxePeQLKKyss7PO18jGk5E9evSA22OPQerqCombGySurpCW/ZW4uSH76FHEfv21ob7de/YEUamQ/99/gIDztWfPnmDd3JC1f79Fi5Ctgw9CCPLOncP57t1NnzfLovmKFSiKikLc0qWiv20hCq5fx5m2be2apjWXW/B9Y1k8dugQPLp3R8rGjQ5RAqqq07bFQhw0ZQrcu3SB6v593P/4Y+uDghqy4DxYtAj3PvyQF950+XIET55cLX0WVWoE0FdK8qVL8O/QwRBecOMGznfvDm1+PvxHj0aDt96CS9OmDnk41THCsWckY+JoyTDw7N0brEyGort3UVy2kqay1B85ElxpKTJ27jSY/P1Gj4ZL8+ZQxcYi+ccfeQ1s+3/+gSoqSrdCrSxN06VL4f/SS+DUahC1GsVxcSi8excKPz9I3d3BFRcjfdcuJKxcachPERiI0pQUEAsrdaQ+PtCI9f9gGJ1jrJsbWKUScj8/sM7OyDl+HJxKBVm9emg4frzOadbdHfnnzyN1+3aQ4mJeVtYc0y1ZQ2xxZheyhljC3nIqUlzEyFBRGmt5iUkj2GlZoUVEBBq+8QYIISi8dQv5V65A6u4ORipFUVQU7k6bJmgRktWrB4mLC7QFBdDk54OUltpUnhhk9etD5uUFrrQUxQ8eGMLdu3aFc7NmUN27h9x//zXIJw8IgDYvD9qCAscIwDDofusWnJs2RUlioqFtYSQSxC1Zgvhly3TKoBk2vVf6doxh4NWvH4ru3kWJmFVnNioBhunggAAUXLmC+BUrkHviBC873+eeQ8jMmfDo1g0lSUmi2nKTwSHDwL1rVxC1GvkXL9p+P9BZaBUNG5ZPnYpQ3hzRN5k4ywvg1LQpVFFRomSzp5+jSo0A+krJjIuDm5sbQAgIxwGEIOvAAdM5dIZB+Ndfw3/UKN11hJhcr/+lbN2K+/PmGTrg4Fmz4NmrFzS5ucjcuxepmzcb8gv98EP4Pv00QAhKUlNRXOacLPf1hSouDuk7dyJtyxae3E0WL4ZLixYoTU9HSUICFAEBkHl7oyQpCZkHDiD9zz95aTz69IFr8+YozcjQ+VqUPS7nZs2gValQEhcnrvLKLBKC4YDNnUW1I5HwHFsBwGfoUGiys5F7+rTh2XkPHAiuqAg5Z88CarVpApZFzwcP4BQczMurKDoalwYMQHFsrM0yVcYa4igqU449iktNY66MNVqwAKroaCT/9BPvWrGKnVu7dsi/dAkAIPHw0Fnsyr45iYcHtLm5gvn4jhgB56ZNTSw4epxbtkTRzZv23WwtxLl5c4NiqP+xMhkYqRScWo2sAwdsz0wqFbRuATolTubjg8Lr1w3fdv3nn4drmzbQqlTIO38e2YcPi5KddXUFp1cKGQZB774LvxEjAIZBaXo6ihMSoAwOBlGrkXfuHLJPnEDe6dM25+/cogVkvr7IPX7ctgQMg06nTum+PYbR/QAw+n8zDFI2bULUrFmG9ypw6lT4jxoFqZcXMvbuRbQ+jmHQdNkyBLz2mkl6AuD+xx8j7ptvAADu3bvrFCu9kqb/v3n7WtZWKoOCymUyQhUfr1v1KbLdub18OVq88w5VaoyxtqSbojO3swoFNNnZvDhlWJjJqFCPe+fOAMsKLiVWNGyIksREfl6hoZB6eKDg6lVeHKNQ8Bxj7aX56tVoOH48kn780aJlQahzTtu1C/89/TQvP2sdnaWVMq03bYI2Px+3Jk1yyJSMo6mucmoLlfVFspZXxr59uD1pEopjYnjXMk5O/BVbFUzb+QweLDj1Ev7VV8i/cgWpGzfyypH5+UGdmsoLb7p8OfzHjEHKxo24q9+nq2yaybNHD1zs25dnNW29aROIRoMbr75qs5+SPCAA3v36QZObi4w9e0zSSdzdUW/IELBOTiAajeGnLSpC3sWLgnLLAwLAAChJSjKESb29IXFyAldaCnV6uk1yUeoALFuuVAG8vwWlpXgWoEqNMXqlJmrDBri5uJhUYsH167g/fz4vDaNQwOvxxyFxcUH6338bPlJl48a6xkvACsAolWCdnaHNyrJdOJaFW6dOyD93zvY0DAP3Ll34CgXDwP+115B34QKKrl/nJQucMkU3VSPSL0Ksj4Ngo2xPQ84w8OzVC0X37un2MzHDo3dv3VJnK3P4YiwL9nR0FU3lOHJKxtHURauLI3GkYpexf7/OidmM9vv3oyQ+XvS0nSXZLL2jnU+fxvlu3ay+u2LKEYxbtQra4mKdcmTGY0eOwLtfP5NyWLkcN159Far796Fo2BCtfvsNIARO4eHIOX4cUTNnolRAoanIyVxItsafforStDTEf/89LzvW1RUSV1eoU1J4ce327IFXz55QxcVBdf8+lCEhUPj7AxyHzMOHcXPsWL58FnBp0wZuHTog5ddfeYpiu507kXv6tM5Bv0yxDHn/ffgOG2aw/pekpqIkMRGKgADIfX1RkpaG62UzBkKYWJEqwGTlpBmMTAa5vz9KjN0PGAYBb70Fr969DUGGrp8QqLOydKsaLcgmq18f6rQ0m2Rze+wxNHj1VbAKhUkZnFqNlM2bkXLuHFVqzLE2Jyd2zt0iZR8iAMFRlt+YMUj99VdesrZ//436zzwj2LjIvLzw3/PP89P89RfqP/us6IavV0wMMvfvt8svQqyPgz3+F1VxP2Kxy+m2hlcHUOzHUYpdRe+BI5VbewYf9pQjFCf2fS9JSsKlgQNRaGE6zblpU9QbNgxx339fabmtyQYItMt2Tgc3XrAA9z76iHe9fiBj7TmIfQ/M82q2ZAm0RUWI/fZbqDMyeNdbG+gRjsOpsDDb+job9nAzly142jSoYmJ0RgCBMsI+/hgyb2/cnTFDl8ZoxadLy5Zos3UrpB4eKIqKQnFCAh4sWADVvXsoBKpUqQGpg+Tm5hIAJDc3VzA+Yf16clAiIQcBclAiIQlr15Kso0fJ5aef1oWZ/RLWrycJ69aZplm/3nJ+69cTVXw8OciypnlJJEQVH29Ip4qPJ5mRkYYwe9JYk6GiNI7GnnJqw/2Izc+abJRHh+p8Dyy9o9XxbYu9z7yrVwXb0bvvvUe0xcUOlduabPY8H0e15ZVBKK/0vXsF6zQzMlJcHaxdS+LXrLGYlz2ypWzdajU/4zSZR46QY/7+5CBADslk5CDDmKQ5HhBAzr3+utX+u7I8dJYaPWL20rBl9GWP9UKIypjIH7bphdp8P7VZNkr18ai8B9Wx2q4qZHOUxaymfdIc2Tc52tosNr/StDT8N3IkcsydpRkG3W7eBBcQQFc/mVOZJWGOfnlrs48FhUKhOJqHdYq2pttlR/ZNju7nxOaXefgwLg8YwAt/LDIS0sceo0qNOXqlJunmTTApKXBr0gQuIl7Cmn55KRQKpS5T05aNhxVH9k2O7ucctUij1N2dKjXm6JWaNQwDp7KNgrqtXYsm9KOiUCiUaoEODinWsKT40s33BDAoNQCcysIYiQQjYmJEWWwoFIp4ChMSkB8VJdpCSqFQHi2EFN+qVmpYh+dYQxCtFvnR0TUtBoVS6yhMSEBKZCQKRWxTbylNVEQE/gwJwcH+/fFnSAiiIiIcLS6FQnlIUAYGwrtv32q15EmrraSqhmHgFh5e01JQKDxq0rIRFRGBM0Zns9gyTWuShmEQ/PzzcG/SBIXx8Xjw22/lF3Iczo4fjwYDB8I1OJhacCgUSo1Tt6ef9D41ZfTfuxcNBXYBpVBqihvffYdLs2cbDomz1ffLHgXBOI1zQAAS9+9H5NChvN1QR0RHwzUsjJdGq1Ihat063Cw7I8ZWWKUSzg0aoEB//AbDoMOXX6LlrFlgy84Us3Q/1u7TnjTVRW2QgUKpi1CfGgFMVj+lpuL+r7/i3o8/wikgAMOvX4fCy6umRaQ8YpgrFMmHD+PW4sVI2rfP5DpbfL+sWVcK4uKQffUqlL6+kDg5QZ2Tg9KcHMT9/Tfu//yzQYFhZDIQ88M8DUIwkDo7gxACbVGRYyrAEiwLhmVNTll3bdQIHq1aQZ2djbRTpwyH8YW+/DLq9+oFcBxSjhxB3J9/GuICBg+GV7t2yL56FUn794tWEq0hVkG5vWwZzutP9zaTgSo7FIp1qFIjgHmlaIqKsKdDB+TdvYuwV15BL4HjCygUYxxpITCfrlHUq4cSKwf0NZ8+HR2//hqq1FTkR0XBNTwccg8PZJ4/j+gNGxAjcMChS3AwSnNyoM7Ls/0mjbYttxWX0FAUmh/kyLLovn49nBo0QPLBg7i1dKlB4Wo2ZQrAsrizdKmochxJm/nz0WTcOLgEBlbu2dmgJOXcuoVdLVvywptNmQKJUombixeLmuqriMpa7KhiRaltUKVGAKFKST9zBvt79gThODz+558IHjGihqWk1AaEGnjzjqzL8uUIevpplGRl4f5vv+mmX8pG4W3nz0eTt95C/M6dODdliiFN23nz4NWuHbIuXcK1hQt5yoPExQVBzzyDmM2bBRULVqEA56BTzC0x4OBBFMTG4uyECSBaLRiJBF1XrYJ3x464u2oVotev56UZGBmJ/Hv3TNOsWWPSORcmJCA/Ohpu4eEGReJPsz0pGIkEAyMjkX76NC6//z6vHGWDBihOTuaFu4SEgJFKUXDvHi/OqvUJ/DptOGwYgp55Brm3b+PW4sUGq0+r996DR8uWyLp8GbfNlDFrljR1fj72du+O3Bs3LMpgkhfL4tmYGLgGBQEQr2zY4w91d+1anJ00yaGKlSWo8vRwUV3Pkyo1AliqlEsffIAbX34Jha8vBhw8iNKsrBqbj3+URlg1Xae2jsI7LFoEuacnzk6cKNqCIRZWLgdXWsoLlzg5gSstBRE4FR4AvDp0QPbly6aBDAOX4GAUxsbyrm8waBDq9+yJqwsW8JQKfedsroQAsKiIWEtjjaiICEFFyFI5g0+fxj6zU6j15QOwnKZrV9NnxzBwDgpCUVxchTLaStiYMfBo1QpSZ2dInZ0hcXICGAbXFy0SVmgYBvV69EDGqVO8KLm3NwKHDgUrlyN6wwablY3s69exu21bk3utaOoy+9o1XRpjWBYjyhSrKrNOVqOvWGXbl7raxlY1FT1PR/q3UaVGAEuVoi0pwT+dOiHn+vXyi8seUPgbb+Du6tUmo21HPDhbLAG2lGPvS+VoHDmarI5G1GRkyjBoOnEiPNu2RcG9e7j57bei7p2RSk18P+xOwzBo+8kn8GjWDEo/PxCOgzo/H94dOsA1OBgJe/YgctgwXl59/vwTISNGCCoIAYMHW1VCLCkV1rAnjTUsKUKWyrFWvtg0MVu34sSoUTbLqvT3h8zdHfl37/Lj/PxANBpoVCpoVaqqUYAZBs2mTIGTnx+0paXQ5OfDJSQEEmdnJO3fj8RduwSV4icOHkSAwPbz2dev49CgQYLWL+fAQPh2747Y7dsFv1Ohbyv8jTdwZ9UqnH/nHcO3FfTMM5B7eyP35k1knDljejuV9BWzJ42jLV+O7LhrWnkTg9DAAyyL/v/8o3tv/vhDsN7sVWyTb91CQMuWVKkxRq/UZGdmwt3NDQCgv42k/ftx9Omn+YmkUkCgw6rfpw88WrRAcXo64v/8UxfIMOjwxRcIf+stPNi8GRf0ToEMg05Ll6LRq68ChOD+r7/iwrvvGuKCn3sOnEaDhB07eOXU69EDHs2aoSQjAwm7dhnCGw4dCqWvL+799BMvTeO33oJLYCByb91C7JYt5bJ9+SVCR40yNLaEEIAQEI4DOA6k7FeUlITC2Fg4BwXBydfXEG5+nf7f8bt26czxZffT7J13EDBwoGAawnEoSU8vd5jUwzBoMmECilNTEf/334a8gp55Bl7t2oHTaJB18aKJA61vr15wCQpC7q1byL5yxRDuFBAAqYsLNIWFUCUlCbwJjsOzbVtIXVyQcfq0aQTDoMXMmbj13Xe8VUTP3rsHt9BQ0cpBRVYS/TXmCkJF5Yi1rtibxh4slWOtfDFpLFqETpzAvjLnY+NwIWVQD6tQoNPixWg4fDhyrl3Df59+isyzZyF1dUWPDRvg1qQJCmJikB8dDYW3N6QuLtAWFSHp0CHEbNpkeOf9+vaFxMkJuTduCFrZGJkMDMuKnoZkJBKdBanMksRpNChKTDTtlGzAs3VrgGGQc+0aP5JlRec3MDIS/hYOtMw4fx57u3ThlTHiwQPB7QAIIUg+dAiHBw/mtS9t5s5FYUJCuWO8DR1q/r17+LtJE56C6j9wILxat4YqNbV8qphl0WL6dDQcMgSJe/ea+JBVVhEDqmdQa+uAUqJQ4MpHHyFq7doK8zTGt3t3pJu1lbYqtpHjxmECIVSpMUZoR2FK7YeR6rZFEmsNEYtLWBgU9eoh6/x50wiWxdDLl5H+7784N3kywHGVthDocdR0TUVUlxJSF6nss5N7e+PK3LlI3L2bl7dEocDAo0fh262bVRlsVbis4dmmDZpNmQJVUhL+++wzXroGAwfCp3NnFCUlIffmTWSeOwdAZ2FS+vkh57//DNc6NWgATVER1Lm5NpVtExYUHpmnJxTe3mAkErBSKRipFAzLoiQrC0UJCcK+ZXI55J6eKE5LM4Qp6tWDprBQZyWzFYZB8+nTofT1BcOyUOfnoyQzE0pfXxQ8eID4HTugyc+363bNy+n5669w8vMzrOxjWBZgGDAMA1VqKo6/8AIvWYPBg+Hk74+i+HikHDliCPfu2BFSFxekmZ9oDZ1PmFNAAApjY5G8f7+h/PZffIFGY8YADANVcjIKYmLg1rgxnBs2BBgGDzZtwsUZM8oH4t9/j8ZjxwIMg/u//qqzvumfhRXlVe7lhdLsbFHVEzxyJNp/9hk8mjXjKVZZV69iT4cOUBGCCQBVaozRKzWXV66EW9l8NwCAYVCSlVX+QPUwDFpMn67TuM3CQ0aNQmFsLH+Ebic+Xbsi8+xZ00CGQaPXXkPB/fuCL69Xx47IvniRF+7Xty9KMjOFR1LQmZWLjHZ89e7cGUSjQd7t24INgszTE1JXV6hE7Czbbd06BD3zjO7D1X/AAG6vWIGr8+YJfhDyevVQmpFhcxnWCBgyBC7BwbqRhJmlpM/WrTj+4ot2Tck4ykJQGaiC4ngq++wIIbj6ySe49umnphEsi+diY+1+TubvYocvv0RBTAzurljBu9bY4qGX2yUwELe+/x53li8XzL/5tGno+O23YKVSmxy5wTBou2ABiFaLawsWmGbGMGi/aBGufPABr7187JtvIHN1RcrRozrrsVn34dGyJep16wZ1Xh60KhXST59GaVaWXXVmafUeq1SCKy4WvF6iVAIMU/VbFTziMBKJRb9AAHxlyej/KoAqNeZU5GgkdsRmyXTdf+9eHH7ySd7D6b15MwDgxOjRgh1q0v79osoRm8bR+HTtivq9e+tWiJiVI/PwQJcVK1C/Tx8UREdD7uODKx98gMR//gEAeHfqhOzLlyv0/6io3gYfP459vXuLVlCqYkqG8miTEhmJg/3788KtTa/Ygq2rxqyZ8O+uXYuzEyaYBtqgcDnSf8n8flwbNULM5s24MneuYEcn9/bGY19/rduBetIkQ36dly1DcUYG/ps/n5em45IlaDZpEu7/9ptN/mUV0XL2bLiEhuLC1KmGvLqsXo3w119HYVwc/m7cmDdoeuLAARweONCiT5VTQIDN0+Jhr7yCouRkpB4+zIsLGDoUSXv28MKDR46EKiUF6SdO2HaTdtLqgw/g0bw5SjIyoEpNhdLXF3IvL919E4LUEyd0O4nr95MaPRq+3bsj7dSpcsWWYeDbsydKs7KQe/Om1fKoUiOALd7TYkdsjnRmtKccsWkkTk44NWYM775bzp4N/wEDcGTIEF5j2e6zz3Dlww95afSNtUk5LAvnoCBBXwAAkCiV6PT992gybhyKEhNF+X84WkGhigvFkdijbNiL2GnIyihcVW2djPv7bxwz30qDYTD0yhV4l63Kskexs8m/bNUqOAcF4drnnyNdYBWavn4q2/53WLQIRUlJuLt6taC1qOOSJZAoFDj/zjtVNqhlJBK0+egj/GduYYPOYnd72TLT61kWg8pmCPb36WPXey3m/Yj5/XfdwNWMPtu3ozQ7G0fHj8d4jqNKjTFVtSTMkc6M9pQjJk1FjYE9K2jMy3Hy88OlDz/ELYFVRE8cOICAgQPtvk+qoFBqM45eGWYNMe98dSpcYrFX4XKkf1ll6kdMmxT/9984KrAXmr3Kk7XyxbbllhSkytS1GCp6BnT1kwBVvc69rmCPZaM6R4YUSl2mtirY1alwiaEqFAp7qA0dd0VpHTEQdrTPoCOxJhvdp0YAqtSUU9WWoto8MqRQHlWowmWdmu64q4va+h4AlmWjSo0AVKmpXmrDx0uhUOoGtbmjdTSP0r06CqrUCKCvlGu7diG4fXu405epyqEfL4VCoVAqS1UrNVKH51iNbB8+HE4si8Fr16IdtRxUKS6BgVSZoVAoFEqthq1pASoL4TjsnzABeSI2lKNQKPaRl5CA2MjIOvW91UWZKRSKfdR5pQYAiFaLnOjomhaDQnmouRoRgdUhIfi9f3+sDgnB1YgIm9I5UqmwlpdQ3IVly+ySmUKh1E3qtE/NJwCUZWFvXL8O31atalAqCoVPXkICsqOi4NWkSZ32/cq8exfrmzc32V2VkUgwMSbG6n1djYjA/vHjQTgOTCWnio3zAsOg5ejRaNijBwAg8d9/cVN/ICEA95AQlOTkoMTszCNbZK4KHpb3gEKpLFXtU/NQWGoAIHLmTHBVfFAi5eGhOqwH9lo2xJbj6DTmpF+/jq2DBvG2iydaLVIuXLCabt+4cTolBGVTxePHI/Pu3QplM45Tq1Q4t2QJ9r31liEvEIKbmzbh4JQpODhlCm7qT8fWp4+N5Sk0epmTHHTOm61cXLYMq4KDqbWIQqkG6rSl5vru3XCSSPD3889DXVSETtOn44klS2paPEotx5r1wNqIWijOPK/Hv/oKAV26IPnCBUTOmmXRslHZcmyxeFTWSkIIwdX163F46lRohA4QBKD09saT69bBv3NnZNy4AZf69aEuLMSVNWtwe+tWcGo1PxHDQO7qilKjU5OdfH0hd3GBVq1GaV6eSZw1nP38wEqlKEhM5MX1XLAApz75hKeMOfn64vkdO9Cwe3ebyrAXTUkJTn/xBf41OxyzpqxFFEptgC7pFsC8Um5v24YdI0cCAJ5ctw7t3nqrhiWs3dhjCn9YzOd5CQlYJXDY5tCffkJefDxOzpsnqASYKwgd3n4bTvXq4dSCBRYPvBOiYc+e8AgNxa3Nmw159V+yBI2HDkVxdjZubtqEC/rT5BkGoQMGQOrigui//zbNiGHQcepUSORyaIuLoTH6EY6DuqAAD/bv55Uf0L07XPz8AACa4mKoCwogc3ODzNm5LFsGapUKJTk5yH3wAAVlB/Y51asHpZcXsqOiykWQSkEcbB1lZTJBRUjm6gp1QQEv3L9TJxRnZyPn3j3B/MxPE5Y6OUGjUunOz/nf/xDUty80KhX8OnRA/XbtIJHJ7JZd/414NmqE+OPHcWLePORZODut37ffosvMmTblZ/7NiVWI7U3jaNkojqW62nFHP1Oq1AggVCmnPv0UJz/+GKxMhqc3bYLSx6fKP6y6+AHXxIjfnJqqN7VKhT1jx+LOtm02p3GqVw8AoMrIsDmNS4MG8AoPR8LJk6IUHrHI3d3hUr8+pE5OYFgWhOOg8PBASX4+sm7fhrakRDCd1NkZMhcXqNLTDWEeYWFQenmhMDWVZ/XwbtYMPs2bQ6JUgtNqoVWp4OTrC4WnJxKOH0fqpUu8MnxatULnd99FaV4ejsyaBXCc7jT21ashUSiwZ+xYUfc66tAh5MbEYL/RJpCD16wxUTr3jR+vU1ZZFl1mzUKDzp1RlJqKrKgo5N6/D21pKYpzcpBx/TrUhYWC5Si9veHi5wfn+vUF/yq9vSFzcTH85GV/r//6a7m/jxHOfn4oSksTfA86TJqEjtOmoSApyeRbUBcV4dRnn+HsV18ZlNumI0agQefOSD5/Hnf/+ssQ3n7iRDR/4QUovbzw4OBBHP/gA953KvT9thw9Gjn37+PKmjW4tGIFQIjd7UHX999HYO/euPvnn/gvIkJUXtVJXWyvLVFd7bij236AKjWCCFUKIQQ7X3oJt7duNVwnZmpBLFXxsMUi9n7y4uKwKiyMd+SBpSkRbWkpYg4dwrZhw6ptGqWqRoCJZ87gn9deQ1aZP4cJDAO3wEDkx8eLytOnVStk3rjBy6vZCy+AKy1Fxs2bJpYNqzAMWIlE0C+sYa9eSDx5UjCZe0gIAnv2xK3ff+d1qEJlSBQKaC1MJQkmYVlMjI21WOexkZH4XeBssNGRkQguOxssLyEBOdHR8AwPN7wzq0NCTORlJBL879IlFOfmYnPfvlbfUeO8jLEWZwzhOETOno3zixeb3SyDru+9B01xMYrS0lCUmorCsr9FGRmiFVSFpyecfX2hLiw0WLwAnTJampcneD2n0QhapOzFxd8fhSkptidgGPzv0iX4tW/P++Y0xcW48dtv2DdunM15vXb+PPw7drRPeAdib7tjD1WtPFn6fqxNaebGxGB1o0am7XgF37Y95RintdgvUKWGj6VKyYqKwrqmTU0vZhj0/PhjaFQqnPvmG9FKiPnDKcnNxf39+7HzpZd4L8i4O3fgFR5eLabey6tX4+DkyTZ9pFKFAtd++gnnly5FoVHjqsezcWO4NmiAhFOnDCNA9+BgFCYnQ1taKiiTR1gYXAMCkPjvv4Y0naZNQ9iTTwIAHuzbhwvff2+Ia/Lss3D29cXVdetMOweWxbBff0XDbt0Qc+gQDkyaxLunK+vWYf+ECYa8+i9ZglYvvwxOowGn0SAvPh459+7BtWFDOHl5QVNSAm1xsaGTS/j3X8QeOgQQArm7O+q3bWtyryH9+8OlQQPc/O033n26+PtDo1IJOp0K4eLvb7B6OHl7g5XJQDgOno0bwys8HITjsPvVVwWVRAAWG5EH+/ebWCnCn3kGiSdOoMjI2mJM55kz4RkWhkPTpplYNlqMGoUzX32F059/zkvj2rChoG+KsYJijr0N39WICKtWF0txjsKSMjZ43Tq0F5i+5rRaqDIycGXNGpwU8NMRosXLL8MtIACcRoPinBwUZ2VB5uICiVyOnHv3dJY8EVhShiQKBTit1qFTgeZluQQEoDgjw2J74Oznh6LUVF44K5Oh7RtvoOt774GVy6tlyso4Pxc/P9z6/Xfsee013jN7bMoUhPTvj+zoaBybM6fSfQNQPYNdS+9u+DPPYMDSpfAIDTXI5h4UhJhDh3Dq009RmJzMS1OvVSt0fe89NBs5EqrMTGRHRUHp6YnE06dxZc0apP/3Hy/NyH370GjwYIvyVVQHCbduIYie0m2KXqn586234CKXG8LzExMRvWOHbZkwDFqOGQO5q6vu/wLVkHn7NuKPHTP8Xz8fbw2Zi4uJabtemzbwatwYEoUCeXFxJisvAnv1gnezZgCA0sJClOblQe7ubvBvAIDMmzeRdOaM4f9yd3dwarWgHK4BAXD284O2uBiZt26Z3Ku90yCsVPpQrSqTKBS6n1wOhmUN0whShQIleXnllhWGQXC/fgjo2hVyV1ekX7+OW7//rqvHsumNVi+/DKW3N9RFRbwpBGvY26GbWyLUKhWOzZmDiz/8wCtDr4gIWS8sKSKvnD6N37p1c6iCYg1HWF3sRagO9LR8+WV0ePttaEtL4RUeDnVREWIOHkT0jh2IOXSId717cDDy4uNFLXe31DH1WbgQoYMG4deuXUU9H0BAIWZZ9PnySxx77z3TQhgGg9esAcMwuim7GugCvJs3h3ezZihKTTVp38KfeQYNu3UDK5OBlckgKfvLymSQyOWGsOLcXBSlpsI9NBRuAQGG8Khdu0ycw21ps81hWBZjz52Df8eOFhUuk+0FWBbt3noLCg8PnPv2W96g7YXduxH6xBOQyOUOUeCSzp7Fr926CcsukeimKc+dq9hya4TU2VlXTza8C87+/nh84UK0fu01FCQnG+7HrWFDxB45gi0DB5rmwzBoPnIk3IKCkHPvHq79/Tc+AahSY4xeqVnZti2cJBJDuFatRsb167zrpc7O0BQV8cI9wsLg5O3NL4BhoFGpkGE+tVCGJWdGe/AMDwenVps4FLoGBAAMg5KcHItz/2KROjvDrWFDEEJMNir0atIEhOMEHS39OnbUNdixseV+EwyD+u3agXCcoBYvd3MDAMHVK+6hocgra4CNUXp7oyQnR9RHKBqGwcTYWHgEBVm9rLo6WkeV42hLSVUoKLUVk3tlWfh36oTkc+dE5zM6MhLZ9+6JqreKnps9z8dRaTiNBgcmTuTJPGD5cjw2aRKurF2LA5MnG/yXus6ejaDHH0fUjh24unatwQLaeNgwKNzcEHfsmKAF0BIKT08QrRacWg2tWm3i6F2TsDKZwXdNdPsvMPXr06oV3IOCwDAMGJYFyv4yLAuGYYCyv/owfXzs4cOmU4oMg3qtW6M4K8tiPQd07w6ZszNijxwxPJ/gfv102zJcugS1QHsd3K8fJAqFbsFBWRqpUmlQEs2teVKl0uIqSWOKAarUmGNtTk7oIw0bPFhwVMbK5ej+4Yfo9v77KMrIMJjronbuxMlPPhF80CP++gtNn32WX87q1ZC7umLn6NG8NEofH5Tm54OzYLoVS6/PP8ep+fN5o7Ie8+cj8dQpxBw8yEtjj4+DcccoJg1g+zSKvoHNi4vD6rAw3j0NXLGivAE1RDAI7tsX2dHRgn4wSi8vFGdnW62DhwlHKyJ1UUGxF/N7vbd3L7Y99RTvuoY9eiCoTx+c/fpri9+J2Hqr6LnZ83wckcae9sBaOZasUhKlUtC/68X9+xE2aJDh/4TjwGk00KrVyI2JwY9t2oiyLvX67DMUpqTg8qpVunaEYdD2zTcR1Ls3itLTETl7tkOsVS4NGghO8VgbBIcNGQKZUgnCcbofIbp6L/tr+H/Zv/PLLD1gWdRr1QrgOLByOSRl09xFaWnIi4vjleMeEgKpkxO0paXgSkvBSCQ6RYkQqIuKdM7sZig8PXV+flqtTrFkWTDQrZq0tAjBFqhSI0BFjkZCH5b5qMyrWTNklU3RONWrB1VmZoUvtqM7ejAMnH19BV+ooH790PjJJ3GsbDWDeX4WlYMq8HGwJ42YaZSK8rMU7uhplLrMo6SIVCUVOT472t+ntj43R96nmO8UAOq1bo3n/voLXuHhJuGEEJxetAgn5s7lleEVHg6/zp1xWz9FbFRORUqn0L26NmiAbUOH8srpPm8efJo1w56xY21ul9u+8QZubtqE3a+8wssv7Mkn8eTatQDDVDgtlfPgAX5s0wbqwkI8sXQpOk2bxrvGnvbfnjRRu3bhz6ef5oW/uH8/8uLjBd+d3Ph4rA4JQTEhtUupSUxMxPvvv4+9e/dCpVKhadOmiIiIQMcyD3dCCBYsWIC1a9ciOzsbXbt2xYoVK9DK6AiDkpISzJo1C5s3b4ZKpcITTzyBlStXItBWx1k7vaeNX2q3hg1x+48/cGjqVEEHt77ffAOFuzsOvP12lXb0QlYkW8zQ5vdji3Igpn7EODE7crpG7EjT0dMolEebylgpHjYceZ82facsC6mTE9SFhZC7ueHJdevQsGdPZEdFoSQ/Hxe++w7xx4/z8ra1vRRzr/ZOD1qqN2s+XKxUCk6rtboUnnAcfh8wAHGRkQjs3RsvHz2qs7SIqGtriE1TUf1Ya693jB+Pjzmudig12dnZ6NChA/r164dJkyahfv36uHfvHkJDQ9G4cWMAwFdffYWFCxfip59+QtOmTfH555/j+PHjuHPnDtzK/C0mTZqEXbt24aeffoKPjw9mzpyJrKwsXLx4ERIjHxlLOHJJWPSePdg+bBgv3JqjZYXyiezo7TVD2yvDwwadRqE4EqoQVw22fKcAsOvll5Fw4oQu0myRg1SpRFDfvog5eNCh7aUQjm6XzfPr+t57iD1yBMlnz5pcJ7TU+tKKFTg4ZQpkzs54/b//4FXW31qiOvoMe7+TWrX6ac6cOTh16hRO6F84MwghCAgIwPTp0/H+++8D0Fll/Pz88NVXX2HChAnIzc2Fr68vfv31V4waNQoAkJSUhKCgIPzzzz8YbGWpmB5HKjWVWYvvSGgHTKHUHuj3WHNwGg0Oz5yJS+ar+hgGr545g4AuXart+Ti6HPP8Yo4cwZYnnuBdV691a3R7/300e+EFJF+4gC0DBkBbUoKBy5fjscmTKy2Ho7BLeapNB1ru3LkTnTp1wsiRI1G/fn106NAB69atM8Q/ePAAKSkpGGTk5KVQKPD444/j33//BQBcvHgRarXa5JqAgAC0bt3acI05JSUlyMvLM/k5CvfAQAxeuxZMmYVIr3FWd0PmHhiI4L59aQNKodQC6PdYc7BSKZo++yw/ghDDKtbqej6OLsc8P++mTQWnkTKuX8fuV1/F9/XqYVPv3gbHXInRFia1gdr4nYhSau7fv49Vq1ahSZMm2L9/PyZOnIipU6fil19+AQCklC0z8ys7W0aPn5+fIS4lJQVyuRxeXl4WrzFn0aJF8PDwMPyCKliWK5Z2b76JiTExGB0ZiYkxMdTUTKkz5CQkICoyEjkJlT9tnEKpLXg1acLr7BmJxDBF9bAgNKju++236PXpp3Bp0AAasy099k+ahDz6rVtFKuZijuPQqVMnfPHFFwCADh064MaNG1i1ahXGGp3lwjCMSTpCCC/MHGvXfPDBB5gxY4bh/3l5eQgKCsL5X37BE1OmiLkFi7gHBtYqbZNCqYh/163D1rKdlhmWxai1a9GNKuSUhwB9Z2/us/EwttHt3nwTYYMH86ZxGnbvrtvIzgii1SInOvqhrAdHIcpS06BBA7Rs2dIkrEWLFogrWxfv7+8PADyLS1pamsF64+/vj9LSUmSb7SNifI05CoUC7u7uJj8A2D5tGh2hUh5JsuPjDQoNoFsdsWXChCr7HuyxCFWXFYlaqx5OHiULutA0jnfz5o+EtcrRiFJqevbsiTt37piE3b17FyEhIQCAsLAw+Pv746DR5m+lpaU4duwYevToAQDo2LEjZDKZyTXJycm4fv264RpbIRyHdKPdcSmURwFCCP6cNo23rxLRavHg1CmHl3cmIgILQkKwon9/LAgJwZmIiCpJA4hXUMzLOb1+vU15UUWoblAbfTaqi9ri71nXELX66fz58+jRowcWLFiAF198EefOncO4ceOwdu1ajBkzBoBuSfeiRYuwYcMGNGnSBF988QWOHj3KW9K9e/du/PTTT/D29sasWbOQmZkpekn3RACfRUejXgXL2yiUhwVCCP6eMQPHli4VjFd6eGDMzz8jqGNHpEdFwbdJE3ja2AjmJCTw0tw/dQo/9O7N29Ds45gYi/nmJCRggcCKQmtpAJ2CssXoILyKptPiLl7E4k6deOH1wsMhc3JC8vXrhu3dH3vpJYR27w4AiDl9GpfKNmljWBYvrlmD7mWHWArVAYVSkzxsK/Fq3Sndu3fvxgcffICoqCiEhYVhxowZGGd0FL1+8701a9aYbL7XunVrwzXFxcWYPXs2Nm3aZLL5nq0OwMZKzYApU/D8smViboFCqZMQQrDzvfcQ+e23AIDOY8fiwsaN5btkBwcjS3+2Vtn+Hrb62pgrFG2few5ZMTGIv3BB8PrJkZFoYuHIid0ffohDixbxwicdPIhmAwYIprGkCH1UdsBoVkyM7hcbi8z79xF79izSo6Icdhhjoz59oHR1xa29e3X+fTXoo2RJsaIKF+VhoNYpNbUBY6VGAeD1bdvQ7vnna1osSh2gLnYMOQkJSLt7F1e3bcOpVasAACNXr0bPMh+adL21kmGw/Z13cP3vv00zYBg88f77UJY1IDInJyjd3CB3dYXSzQ2lRUX46cUXhRUECye8D/n0Uwz66CMT5/6SwkJsnzIF5376SfA+fJs2xUvr18MnLMzwDFzq18eVLVsQ+e23SBI4INW8fCcvL2hKSqAWOKBWf32rYcNwY9cuXpTSwwOa4mJobD23hmHwUVRUtVqCLVmrxFqxahN18ZujVB1UqRFAXymbp07FmR9+gNLDA7MuXUK9Ro1qWjRKLcbRHYM9jbW1NEJxxjLr6frGG/Br3hyZDx6UWzBiYqAuOz1XCKW7u2GPC7VKhVIbTn9XurvDOzQUWrUaqWXnpBkT2KED2r3wAkrLFIyzP/2EvMREgGHQsH17JF65Ypj+YaVS+0+2F1CsnL28MOzLLwGGwR+TJhlWyIxaswbNBw+2OP0FAJ8EB/Py8wwORo7AQYAMy8IrJASNevVCvfBwSOVyhPXsiZAuXSBVKACIf6bm4R4NGyLzwQPcOXAAf7z9Nk+2+s2bI+32bVO5bJjOc4RslX2vj3z3HXbNni1o/XqUlJ1H6V4rgio1AugrJSsjAz8PH46Y06cR3Lkzpp48CWkt25yIUjvIjo/HpyEhIBZ8Q8Q2OvYoSNbSnF63Dlv0q5kYBs0GDkRpUREenDwpmJfCzQ0+YWHwDguDd2io4SdTKrHmqad4HWNw584Yu3mzwerAabUoLSzEf3/9hb/ffRdF5qeaMwx6vf02OI0GRdnZyEtORkF6OjTFxShIT7dJKQLDQKpQQKZUQubkBLVKBVVODu8ymVKJts89B++wMBz68kvDdFrrZ59F+u3bSLl5k5fv7MuX0bBdOwAwWKt8w8NNlUGj5cCj1qwx1LVQnJAiVBFKDw9IFQoUGB1I23zwYAR17gxNcTHiL1xA9NGjhriQbt1Qv2lTpEdFIeb0aUO4VKGw3XpkRNvnnkPTJ57QnWKt1YJwHGTOznDy8IDS3R33jh/H4a+/NrxTzy9fjq7/+x8A4NzPP2P7lCmGd/H55cvR5bXXeOGi32uGQavhw0EIQezZsyZ1AwBgGAz59FMwDIO98+c/EpanumxlqwqoUiOAcaVoc3LwTfv2KMrORrc330THMWOqXBu2Z/RjT36OtgQ8bNh6r6l37uDXl19GwqVLvLigzp3h36oVLvzyi82NjhhHWE6rRWFmJpKvX8fKAQN4yoZMqQTHcdCWltp623hz5060HjbM4r5OJp02y0Iik0FTUgK5szOe/uYbtBw2DElXr+LCb7/hytatAAA3f38UpKXp6sBMCRDixp49WCdwZtrkI0cQ1LEjpEolJDKZiYxRkZFYIXAC9vh//kHLIUMA8BUUS2ms+fToEVJ2rMWZKzsjV66Eu78/ji5ZYqKc1CYYhoFELjcs/dWUlIhSzGwoAO9dvYqANm0A8L+5B//+i+979aq0b5P591Nb20RrCop5ORzH4d7x47r3V4SjfV3Glr5R4e+PkNpy9lNtwVzTu75zJ9Y/84wh3lErGiqaDjB/qR0xen/uhx/QevhwnPnxRxz47DND+MjVq9HDyCHbXDZCCI59/z12zJwpekRQGxQhsTKcWr0a2yZPttq4eAQG4tyGDYj89ltoxUx9MAymHD0Kv+bNoSkuRmZMDNLv3oVUqUTCpUu4vmMHMu/f5yVr8sQTkDs5oSg7G4UZGShIT4cqOxv2fmL1mzdH2p07djWIxp22VqPB72+8gajISMFr+82ciSGffYaizEyLSoA59igb9qyKsncllb0IKTuW7tUaMhcXqAWsWQEdOiDp8mVe+CubNqFJ3764vHkz/p49G+A4gGXx/A8/oOvrr+P8L7/gj8mTDeFN+vXD/ePHhd9rC35QlUHh5gaFqyvykpMNYc7e3ijKyhK8vufkyWg2YAA2PP+86bNjGNRv0QKp5tY3APWaNEG755+HVq3GsSVLRPsViW2vLaURCi/IyMCtffuwcexY07plGPSbORN5ycm4uGmTwSrm26QJ8pKSUFJQIFg/L65dix7jxjm87XVkfpW1SD31+efoMWECnDw8cO6nnwxxpQyDVYRQpcYYvVKTlpgINzc35CYmYlGLFrzrfJs0gVSh0C3tBACGwdPffIOur79uuCY3MRGZ9+7Bu1EjeAQEAABKCgpwdMkSnDA6UC24c2fIXVwER2yeZau2cuLjTSNYFu+eOQOPBg2Qm5SEzAcP4B0aCo8GDVCUnY3ru3Zh77x5Nt+3V0gIfMLCoC4pQayR+drVzw8leXmCPhUvrl6NRr17AwyDvORkZMfGwiskBG5lGx2e/eknHC1bTQOGwePvvotOZcvzQQjykpORFRcHz4YN4errC8JxIByHvNRU5MTHwyMgAC4+PuA4DiDEEE84DsTs/wUZGchLSoJr/fpw9vIyxEcfPYpzP/9saBA6jRmD0O7dQQhBUVYW8lNT4eTpiZL8fKTduYOUW7cE/R/qN2+u27vo7l1enIuvL5Tu7si8d6+83urXh1qlQkl+vs3PwBoN2rSBd2gonDw94errC5d69eDq6wu5iwsOLlyIlBs3TK5nWBavbtoEVU4O/pg0SVB5ub1/v8VpFDFwHIcDn3+OfR9/zJPh49hY0Q1gpZZti7wfe9I4Ekv3+tbOnVg/fLhpOMti9pUrcPL0xKehobw000+fxtJu3azWmyULk3l4xv37+HvGDFzfsYMns3tAgE4BMXun5pQpE1+2aMGTYdw//2Dtk086TCGSKZVgJBKTqcp64eFwb9AA9y0cimwJJy8vqMynSAGE9ugBV19f5KemIvbMGUN44GOPQe7iIljO49Ono2H79ki5dQtHjKbnBn30EZr074+r27bh5IoVhutdfHxQmJkpSl49UqUSmuJiwTjvsDDdakULq+1sVbg4jkNuYiJOLFuGI99+a8jvuR9+QO+ywy+respMjMWuBMBqgCo1xpivfqI8hOinLRzwega0a4d6jRuDlUqhLS2FWqUyKB1atRonV64UVU7vqVPhWq8e9i1YAKLVGsLlLi743x9/GKZSAKAwKwtrhgxB3LlzkCoU0KrVglM81jpua9MoYqjMVI4Q9iob9tyPo+rAXizdq1jfnYrSiMXaM828d88hsoX16oUjX32Fsxs28MoZu2kTsuPjseuDDwxWpO5vvomQrl1RWlSE0sJC5KWkIC85GVKFAgzLorSwEGl37iD52jVDPu5lA0pVdrZVh/faCCuVgtNoeOFKd3fIXVx4vmQSudzidLObvz+U7u4oLSxEbmKiIdwrOBhKd3cUpKcjPzW1PC+ZDFqNxmL7xUqlYKVSE8XKv1Wr8m+IYcCU/fRtrqa4GHcPH+bl1bhPH7j4+AAMA3VxMUoLCkAIQXZsLLIFBpmWoEqNAHql5lhEBFydnVGUlYVtU6bwzIKtn3mGv7y1EjQbOBB3jHZC1pczYM4cAMChL78U1Tl6BAYi13xH0zKT8/Z33uHdz8APPkDq3bv4b9s2Xl69pkzRjS7Myrf2ATmSPtOmoXGvXki9cwf/zJtXvunZ6NEAgEubNjmknCb9+6NR796GqTk9DMui6YABuHPgAC9NRZ22UEPeYdQonPnxR/w1bZrF/PQdrVv9+vhz6lTcPXwYrESCkatXo8WTTyLm7Fn8M3cu0u7cgYuPDybs2wd3f39Rfh6OpCqmcmpa2ahObLWgVDaNWJmsPVNHyVaZcqzJblM5LIsXVq7kWTPBMOg9eTKy4+JwfedOXv4thw7FzT17eOFBnTohNyEBeQIHKMudnQ2r+YzpMWkSAlq3xv1Tp3Bp82ZD+9Z+5EjUb9oUBxYuFJyWUrq7g3AcVLm5KMzIgLOXFxSurki9dQv//fWXTfVUFQR17AivspMASouKUJKfD7mrK4pzcpBy44bFaTOZszNkSqXFaUdzQrp2hVajQcLFi4YwqtQIIOQ9beuKBkYiwYurVyP66FFc3LiRl/fQL75As0GDsKRLF8EP2Np0gLkMz3zzDQozM3Fw4UJeOf/btg3tn39e9GjOWuMiJFuHl17C4a++woHPPuPJMOSzz7Dv4495eb1z9ChiTp/Gzvfe46VxDwhAXlKSLY+pQtqNHImAtm2xb/5801VJLIseEyYY9mQxRq9QiHneYn1QbG3IjdGUlmLLuHE4X3ZivbFfg9LDA9NOnUKDVq3EVVAVUNNTORTHU13PtKbLcVSbaC2NvdODYutGqHwwDBq2a4fkGzcEtz+QKBTQCqySe3XzZoR264bPGzfmyT30iy+w+/33BWXwaNgQQR074sbu3TY5lzMSiYll2lju8bt3Iy852aa+sZRlsYrjqFJjjKUlYWJetoo6LHunA8zjbOkYxY7mxMpW1R89GAbNBw1C/KVLKExP5z2vFk89hVt791p0eLVXQXFE41IRYvKzdISBvX4rVcWjZF15VKiuZ1rT5TiqTbSWprqmVS2Vk/ngAT4PD+e3vf/+i6Xdu4vqswS3KmAYOHl6CvooAUDPt9+Gb3g4dsyebZJX+5EjcXzZMvzz0Ue8NObWa2t9o8LPr0pXP4HUQXJzcwkAkpuba9P12fHx5G5kJMmOjzcJP71+PZkukZBpAJkukZDT69fblE4sFZVjD2JlsyaD2PqxFJ4dH0+msyyZBhh+0yUSkh0fb1dd21tvjnpu9uR398gRk/vX/+5GRjpEFgqFIow9372lNI5uQ8SWL7bttZafUBp1cTHZPXeu1bZKKC9rbbytiO2/xfJQWWrsoaZHHtWJIx00HTlicrTMNUl1L0GmUCgPJ470x6rs9LoxlbWG0833BKjqSqFUjrqmiDga6rdCoVDqAtW5glEPVWoEoEoNpbbzqCt2FAqlblDdbVVV999Sh+dYjRz75RcMnzKlpsWgUHh4BgZSZYZCodR6Hra2iq1pASrDT9OmIdN8nxcKhUKhUCiPJHVaqeE4DinR0TUtBoVCeQTITEjA9chIOpCiUGoxdVqpAQDvh8hsRqFQahZLisuRiAi8HRKCT/v3x9shITgSEVFDElIoFGvUaUfhZwE8NXEixgnsPEuhUChiOBIRgTXGpwxPn44mXbsi9f59bP7wQ5PNI1mJBCtiYuBDB1UUiijo6icB9JUyAjpP5+lbtqDHiy/WtFgUSp0gMyEByVFRaNCkSa3rlB0pm5i80mNjMSUsDGKawyHTpmH0woUozM6utfVJodQ2qlqpqdPTT0NnzgQArHnrLepbQ6l2arOPRW2YRrEkg1B4UV4etn78Md4ODnaIbBXdp16GlHv3cHD1aszp3FlQoXH28IBvaKhgGXu//x5j3dwwKSgIn/bvj0nBwTVSnxXF1TS1WTbKw0edttRkZWZi6bPP4taJEwjr0AGf/fsv5EplTYtHqcU4yhJgPlUxYe1a9DfatKqmLA5Csr22ZAkCW7TA9SNH8PeXX5pca+s0SmVlGLd6Ndo/+ST2LVuGnd98Y7jOw88PpSoVVHl5vDwYhsHsHTvQcdgwZCUm2lx+ZkIC3hY472bw228jrEMHxP73H/YuW8Y70d4c47o5EhGBtRMmgNNqwbAswh57DA8uXxY84G/4rFno8+qrCG7TBgzDWJTR0v0IxQm9bz1eeglp9+/j4Jo1OLByJQghgu9iTWLtO6nNFkNK1UGnnwQwrhR1Xh7ea98e+ZmZePy11/D4a6/Rj4QiSEWKiCXMG9+M+HhMDg013V6cYfDSF1/Av3Fj3D1zBv8sXSq6HHtk1svm16gRCMfh2uHDWDN+fIUdtjFTN21Cr9Gj7ZLBvG44jsOt48exoF8/u+5XCJlSCXVxse4/DIOXPv8cA8aPh4unJyRS0622ivLysG7SJJzatElUGU+89RaC27bFz+++C06rBSuRYPyaNby6TomOhn94OHwCA3Fm+3YsfuEFXl4SmQxatRq+oaFoN2gQmnbvjqbdu6NB06ZgGIZXny98/DG6PvccAODsn39i24IFujiGQf+33kK94GBsmT/f9mfKMHhzxQo8Pnas1amxqlYq0uPiMCU01MQCxjAM3li+HEW5ufj9o48c8o1UBY6um0dFgbPlPqlSI4B5pVzeuxeLnnrKEF8bP5LaQG3+sKpatsyEBLwdHGzSwNpipTDpgBgGTbp3R9KdOyjIzLS5bIZlsfT2bTRo0sSmEbp/eDiKcnJwets2bP/0U15+/k2awMXLC/kZGUi7f99mGRiWBafRCMa7eHnBr3FjOLu7w69xY/gEBSE7KQlx167hzqlTvOsDW7UCp9Eg6c4dQ5jc2Rnq4mJTC4kNvPzllwhp2xaLhg7lddwMy1rNT+7kBEB3QjrhOGhKSy1e616/PgjHIT8jgxf3cWQkWvXty1NcrCFoESrDOzAQQa1bI+3+fSRHRQGEwNnDA64+PjY/M1tQurqiuKBAME6vXAE6ZeLJd95Bu0GDAABXDxzAvmXLqsy6E3PlCn4YMwYJN2/adD3Dsvj05Ek07dYNDMNY/E7EWrjswd7Bjz35VZfyVB1tv631RpUaAcwrJTMhAZOCg00aRIZhMP/IEUNDVV1ad01OO1jD3g/LkY2LpXBHNyLmcByHH15+Gf9u2cKL+3DfPrQfPFgwXeqDB5jauLFtzqMMg7YDByInJQVx//3Hi5YpFAhu2xb3L1zQ5ccweHbOHDTu2BHZKSm4un8/Lu7aJfrebMFYeTu8fj3WTpig64gZBl4NGiA7Kcmx5UmlPOWJlUiw4MQJzO/Vy0QJsDTFo7eUeAUEmAxYzHFyd+dNXXn4+SG0Qwf8d+AA750SUkQqs5LJXOZuI0fi2qFDgoqTVRgGDMMIKkh+jRsj9d493vWfnjgBj/r1Ma1ZM17b5ynyuTIsi5WxsXZPQ+rDPf39cWjNGuxdtkxYGWUY+DVqxL+fMtx8fODh54eEW7cAQsAwDHqOHo2mPXrg7r//4tTmzTpFzCgcgGmcHVZYrwYNkBIdjbN//omjGzbwZH77p5/Q66WXIJXLRbVvt0+dwvzevXnP59XvvkNuaip2fvONw9q9f374AT9Pn86rn8rWTUVtvFdAAE5t3oxlr7zCy2PE3Lno8eKLCG7TxjCF7Orvj7CWLalSY4xeqTnw449wcXZG/I0b2P7ZZ4LXunh7ozArS/cfhsETb72FVn37GuLzMzORk5ICT39/uHp7G8IFq4UQXN67F6c2bzYEdRw+HO0GDYLSzQ23jh9H5IYNuheYYdDvf/9Di8cfBwhBQVYWclJT4ennB1dvb5P8C7KykJuaCo/69eFSJsPtEydw9OefDXk9PnYsWvTubZCtIDtbl8bPD65eXnx5y/5PCEHctWvYv2IF73b8w8OhUauRERtrCGs7aBBa9e0LJ3d3RJ0+jRObNhlk6PXyy2jWowfu/PsvThqHGzUut0+cwL9btxrier70Epp27467p0/j1O+/G8Ife+opuHp7IzkqClFnzpjIxTAMXvj4Yzh7eAg8AuHnwnEcCMcZRuyE48CVjdzP/fUXEm7c4KeDrlPsMGQIFC4uKMjKgrOHB6RyORJu3sT9S5egVql4aUI7dAArkeD+xYuGem7YogXc69VDcWEhHly6JFiWWBQuLigpLDQNZBi8+OmnSHvwAEd//JGXZtbff6MgI4OnHFibRjm5eTN+ePllXl6+oaFo3rMnTmzcyJPh8bFjceznn3lpJkZEGOKEZBBSXKzJJqSEMAyD4LZtEXv1Kq98hmXxQ3Q0/MLCLFpdKpJBLOblFOXlYcv8+dj7/fe8axt37ox7Fy7wOrmn33sPOSkpgnUqFvf69SF3cjL5rvUonJ0BhuG/VwDcfX3RrGdPOHt4QJWXBxdvbzi7u4NhWaiLixF19izuX7hguD6kfXsEtmiBzIQE3D55kmdlC23fHvVCQnBx505DR9v7lVcQ1Lo1Ns6ZI9oqJ5ZXv/0WvqGhKMjKQnZSErwDAuDm66uLJAQnNm3C2W3bbM5P4eIC35CQcusTw2DYjBnoMGQIruzdi12LFxvatxa9eyM3JQVJd+/aLjDDYNqmTfBu2BAAkJuWhqzERPgEBsKjfn3DNXlpachISEC9wEAoXFxw++RJXP7nH117ZCNjv/sOzXr2BABdfvHxqBcUBA8/P4BhcGHHDvz5xReG+3lu7lx0fuYZAMCFHTuwfeFCw/Nz8fREYU5OhXWnf+fUAP4GqFJjjPE+NbKaFqY2wzCifCtsy5IRtezVXjlYiQRSuRwMw4DjOLAsq8unTAah6xmWBcMwYFjWcH1hdrZhSsLcVG+pEa2ocW3aowfkSiW0ajW0Gg2cPT3h7O4OqVwOqVyOlHv3cPPYMUOD0HHYMDAMgws7d/LycvLwgMLZGTnJyby4jyMjkXrvnmAHXJHFQcw0yvXISHzav79g+a369hVUAtoNHlyhxcOSDGJkAywrIed37MA3zz5rUW5riJVBLNbq1NIzBfj3Om71avQcPRpFOTlIuHULyXfvwt3XF0pXV5QUFaFUpUKpSoXs5GRkJSRA4eICqUyG/KwsRJqvxCobTGjValw9cMCm+5ApleA0GmgtTFtaQu7kBFYi0Q0utFrdoMNowEF5dKFKjQB6pSYlIcFQKcd++QUbpk41mPLe+OEHuPr44HsrDpBChHXsiIBmzaDKzcWlPXuqQnwAQEi7dgAgONq0h1Z9+wIMg5tHj/KUDqlczvM1YFgWAydOxIGVK3l5OXrEZImgVq3QuEsXHPvppwoVJbFm05vHjmHr/PlIvX8fzh4emPXnn2jdv79JZ6ZwccGaceNwdvt2Xh7eDRvi2Q8+AMuy+PGdd0SP6m2xOOiVAAB2KSiOsjjYMiUjJIOjLR4VyWhevqOnkhxJZZRORylc1p6Pedyozz5D/I0bOGlulasAn6AgZMbH88JtVSyTo6J0PlyBgQAhyIiPx5RGjUwtWSyLT44dw8d9+vDCF5dZTd5t0cIhA7gZ27YhPSYGv733nqEvGfPll+g2ciQiN2wQ9HGzxOOvv45BEybg+uHD+H3ePEN+oz77DC1698bHZVb8ylIvOBgt+/bF8V9/5dXP1I0b8f3LL/PKEZoirgyvL1uG/PR0bP/8c8N96q07d06fxoZ33jFcS5UaASw5GtlkumZZvLRwIWKvXBH0sbDGkGnTdM51Zg3Vktu3kZWQgE/79+d1zsbOerbS6dlncXHHDtNVAyyLER9+iLj//hMc8VviuY8+wlPTpuHCjh02j7a/j4pCVmIiPnn8cZ7Zf9iMGdi9eDFPtjm7dsHJwwMf9+nDq+83V65ExKRJFp10zRvYgRMnIv7GDdw8etT0ZhgGk9avR8+XX4ZcqeTN+RJC8PeXX+L3uXMNZbl4eeHTEycQ1KqVYP1YGlF/dPAg2g4YAKBmOhl7laeqkK06yreX6lSsxFIbZBOjPFn6FsYuXoz2gwdjZps2vLbi89OnMbdbN4cqlpbqTcz3M271amhKSxExeTIv/76vv44uI0bgm2efFaV0WupPxq1ejXUTJlhdhGDLoOCtVavQsHlz7F68GOf//tvm+pp/5Aha9+snqt46PfMMfv/oIxxas4aXX/shQ3B13z5eG//+zp0oys3FsldesXivttRbVSs1IHWQ3NxcAoDk5uZWeO3h9evJKImEjATIKImEHF6/nhBCSEZ8PHmRZclIwPB7kWXJvhUryKo33zQJ1/+uR0ZazM9SWelxcYLlHNmwgRzZsIG8yDAmcaMkEpIRHy9a7tXjx1uUWU9GfDy5HhlJMuLjK6wfa3GOTiMk27UjRwTvZyRAxrq7kw+7dSuvO4Yh01u0IGPd3XnX6uvTEkL1WVGayiD0DGyJqw5qunx7qc1y12bZzKnoW7D327ZXFqF6E/P92Hs/1nB0HQjdjyW5r0dGVthWiak3a/VjTxtva709x7I299/28NArNYRYftBiFAfjl0dsx2TvCyJG7sp0zvZ0tI5OI5QHT3ljGDLO39+ismPpZ6zYCVEVjTKFUhcRO/ioKLymsfd+rFEddVBdCqQ9/U9FcZbQp3lw82aVKjUP1fSTPdTUCglb48TkVxvM3Y5E6H76vv469q9YgQ1Tp/Kuf/mrr7D5gw/sMoXX9DRKdZCekIDEqCg0bNIEvg/pPVYGWj86HrZvoa7ej6Mc7e0tp6qg+9QIUNWVoqcufgx1UWZriHUQvbp//0Ol2DmKvRERWFK2FxDLspi+di2G0HoxsDciAkvHjzestKP1Q6FUDVSpEaC6lBpK7cWaVephU+wqy5nduzFv+HCTMFYiwW8xMbXGIlGTVpL0hASMEVCSa1P9UCgPC1Xdf0srvoRCqX30f/NNtBs8WFB58QkMfKSVmfSEBCTcvYvs1FTsi4jA5cOHeddwWi2uHjuGAWPG1ICEptS0Fen22bO8LQw4rRbXTpxAf5FbQlAolJrlobDU0LlwCkXHP+vWYanZ8lJL+w4pXVwwIyICfV980eJp0o7G/Fu9fOQI3hswwGQfjeq0khQXFWFajx64L7BflEQqxfC338aTb7yB/Kws2r5QKA6ATj8JYFwpp/74g86FUygAIrdswRcvvSQ6ncLZGeHt28OnYUO07t0b3YYNg39oKBiGceiAwdhvhWEYBISHIzEqSvDaZ995BxMXL+adwu0ISlQq5KanQ1VYiBVTpuDykSNQlB3GqW9HAps3R5zZYYwMy+LdWta+0AEdpa5BlRoB9JVy7+ZNTGzdms6FU+oEjuyAjPNKiIrC6unTcV/gIE0AeGnOHHQdNgwcxyEvPR3+YWFQurhg7ezZOG1hI8d6DRvCp2FD3D1/3nBuz7vr1tndoQv5rQCweoRG4/btMXXlSvgGBYmut7T4eFw/eRKqggKkxsQg7tYtpMXFIT0uDjnp6YJpXD094eHri4DwcDRu1w4lxcX4a+lSnrzz//gDvZ57zuFKn1hqetqOQrEHqtQIoK+UHevWYdm4cbz4DzdvRj87RqwUSmUR6uQ4jsP2JUuwrmzr9cp2QH8vW4aV06bZdAaXNSWfEIKNn3+On+fP58UpnJ1RUlTECx/z0Ufo/vTTCO/QwWYrSsLdu1j17rs4988/vLh5W7eiMC8PS42cvvu99BLO7tmDAv0heWWKj6V602q1SIqOxr0rVxB9+TJO79yJuFu3DPEuHh5o1qUL/ENDUT84GPWDg3Hj33+xp2w31dEffojQVq2QGhuL1JgYJD94gLibN5GRmGjxnoJbtEDj9u1xdMuWalEq9O9VQHg41CUlOLZlCzZ89JHJNSzL4rfYWDqgo9RqqFIjgL5SnvLwQGluLi9e6eyMCYsXY+j48chITKTmWUq1YDxyBsOgUZs20Go0SLp3D+qSEpNrxVgUc9LTcf3kSVw/eRKXDx8W9P94bNAgTFu5ElePHjVREKavWWO1o70SGYnZAlvjW0Lvn6NwdkZQ8+bwCQhA865d0aZ3bwQ0bgyfgABkJiUhMSoKpcXF2L9hA05s2yaogBnXQXpCApKioxEQHg7fwEDkpKdj+ZQpOLZ1Ky/dqPffh3eDBrh74QKiLl1C6oMHKCk7TV2mVEJdXGwqM8Ng1oYN6P388yjIycHeiAj8+sknAIBxX3+NF2fPFrzXqEuXMLlTJ5sPcGVYFhsroVSYK8SEEORnZWH7kiXY/MUXNsnR5LHHMO6bb9C+Xz+LbZ8161J1WZ7otNmjC1VqBNBXSl8ADUNDkR4fr2vEWRb+jRohKToagG40FX/njuBIin5UjudRrtM7589jSteuog6oe3nuXLz26acGJSAgPBxSmQz3//sP0ZcuIfryZdw5fx4pDx4AAHwCAsBxHLJTUnh5fRsZiXZlBwiaKwjWSE9IwCshIeCMp3BZFjMiIvDdm29aPNiUlUjAabW8cEtOyWFt2sAvJARn//nHcODd8zNmoPOTTwKEQKvVoriwEMUFBSguLERhbi7uXriAEwKHjdqLuczt+vbFN0eOWHWS3hsRYVASGZbFuK+/Rv3gYGxfsgS3Tp/mXa9wdkZwixZw9/GBRCpFg0aNENC4MZw9PKBwcoLCyQkypRIsy4LTn2Ct1eL0zp3Yu369IR8nNzeUFheLPjdOj4lyxzB4dsoUDJ80CRcPHsSqd98VbBOra68euieQDkvtpT3taF1qe6lSI4C+UhaMHo05P/6I3IwMQyPuExCAv3/4AREffIBS8xEby2LxsWOIvXkTP0yaVOMfVV16ESuioobKkR+qPSNNR9e1Pj/P+vVx+LffsO2776AR6IDGffMNWnbrhhlmh4PqcXZ3R1FeHj/czQ1e/v4WHWmNqawfmXHHbWzdMQ9/ac4cqEtKcGTTJmQmJdmcv4uHB4ry8my2eEikUji7u8PN29swQDHGo1495GZk8MKbd+2KNn36YNt335nWNcPA288PWWbKoK31JqQkCimDely9vFCQnW34v1Quh6a01GoZYhn9wQfIycjAvvXrDT5P3YYPR3ZqKu5euCCocFrCu0EDuPv4IOb6dZNwMfVj67eVEhuLsY0a2eUH+bC3l4P+9z/sWL4cq2fMEDWlWdeURKrUCKCvlOgbN9C4ZUvBaw7+8gu+fu01m/Iz/6iqozOt7S+imHtNfvAAr4WH8070nrVhA5p16YL/jh3D8smTBe9VqBxCCLZ9953OB6WswR4+eTI6DhyIiwcPYteKFbpwlsVrn36KoePHw9XTEwd/+UWwTh2tcO1ZuxZLJ06s2CrDMOgyZAiKCwuRGBVlsyIQ3r49ZEolbp05w4vrMmQIwjt2xO+LFtk8xWQLlqw7QuGXjxzBe088wcujZY8euPnvv7zwbyMj0fbxx6EuKUFxURFKVSrDgINhGIBhIJFIoHR1hZOrK2RyuSGtkMLlHxYmWL7eWmVPGnswKYdl0aRjR9y9cIGnvDEMg6fGj4d3QABir1/H8T/+sCn/WT/9hNY9euCN5s1NLWlWpu0A4MT27fj0hRfsuidzej33HF6YORMevr7ISEgQ1Y7pv6sGjRsjPS4OR7dswZGNG5FvpPDpmbZ6NYZNmODw9rKmrR7meXEch4sHD2LukCE2KfkMw2DJiRNo1bOnYH4Prl3DhHbteKdm16bFMuYyU6VGAH2lrPvoI7Ts3NlgPjb+m5uRgW9ef53X8VgymweEh6PLU09BU1qKPWvWGDrT52fMQLu+fXHsjz9w6JdfDNcPfuMN9HvpJUjlcpz75x/88c03hjQjZ89GhyeewNHff8f+DRsMaZp07AgPHx/kZmQg6tIlk/IZlsWCv/+Gl59fuTncyCwudI/G1+SkpSEtLg5+ISHw8vMzuSY7NbU8zt/fJG12SgpSY2PhFxoK77K449u24ed58wz389qnn6LX888DhOD4tm349ZNPdB8RwyC8Qwck3LmD4sJCG5+ejhHTpiEvMxOHN240PKMW3buDcBzib91CoYD1wh6c3Nygys/nhbfq2RMe9eohMzkZd86dM4SHtW0Lr/r1UVpcjKL8fF1ahgGn0aC4qAiFubk2j7rrBwcjqHlzePr6wr1ePSicnMCyLBp36GDoAD9/8UVR96PvhMVMMTkawSkriQTfnz6Nad26WeyAK1Oe8b1aKt98YCI2jSNkO/Tbb/jq1VdF5dHr+edx6q+/LFovLFnSrMkkdK+Ljx3Du3368AYfb339NZLv3cPu1attktfV0xPO7u7QajSCinrHQYNQXFSEGydP2pSfHr+QEKTFxRkGLE+//TYCwsNx/+pVk3ZUfz8VPTt7FKGdq1Zh+eTJIFYc04UQUoTMtzBo1qULUh48QE5amg21YUrTTp3gHxaGE9u3G3z2/ENDkRoTI6gc2aKsV4dvldAz6DlyJFVqzDH2qaFbIlMcTcsePaDVaEyUnYDwcBRkZyMvM1MwzYebN6PjwIEozM1FWlyc3f4sDMtiyrJlAIDlU6bU2hGYrVNWjrAiiSnf0WnEIvhMGQaD33gD6fHxuHjgAC/Nt5GRSLp3z6psYpVYe56PeVyPZ55B/O3biDXbr8deZAoFXL28IJFITFaWuXp5oTAnx+bpST2dhwzBwLFjoVWrkZWaCr+QEPg0aABWIkH83bv49n//M7meYVksO3MG9YODIZHJIJFKDT9VQQF+//JL/PHNN7w0FTl/mygvLIvn330XMrkcmxctErxe4eRkcGzXw7IsPv/nH8x96ineNDXDMKLqhmEYbIyLs0vhI4Rg1+rVurankrMIQts4MCyLhQcPossTT1Clxhi9UhMTHQ13V1cAMDx0879ZSUlIefBAZ4lo0AAAELl5M9bPmWNwWHxx9myAYXB0yxakljllVhWPv/gifIOCsO2773hxr332GXo8/bTgfcDC/WWnpmLesGG8l969Xj0UFxTw/IqqgmenToWTiwt+/+orQ52O+egj9HruOWSnpuKDMmdQY/zDwgwOsMYMHDsWLXv0wPeTJpmkYVgWC3bswMdPP83bLTfi5k2UFBVhUseOvDTvrluHJePG8UanHQcPRuLdu0i+f1/UvcoUikqtZDJHTCdTVQqCvYiZsqrO8h2dRiyWnltF1iJHy2bP8zGPs7Q6bvjbbyOgcWOsnTXLtO1hGDw2YAAuHTzISzP49dfhWb8+VAUFyElLQ05aGmRyORiWRUZiIs+nBwCkMhnAMA73SRIDw7JQOjtDIpMZZNLLpS4pQa6FfY+E8A8LQ73AQOSmpyP+9m1DeFibNvArW/Ry78qVsoIZNOvcGb6BgYi9edPkej0dnngCWo0G/x0/btL29X7hBfgGBoJhWbAsC4ZhwJT9VRUUYMfy5by8lM7OKC0p4c1kMAyDMfPmwc3b2yQflmUN/zb/y7IsrkRG4sBPP/HK0QA4ClClxhhHzMlZcv7jHWzHsvjy0CHMGTCA1xitvHgRqbGx+OTZZ01H1CyLLw8exJyBAy02YMYNnx6GYfC/zz/HgFdfRVJ0tE2mv/P79uHDIUNE3bt+fxGtRsOLa9y+fflHZSTX0IkTAUBnorZgPbDUWAo18p0GD7bawDtipFlRGkFnT4aBq6eniaOnnpc/+ggvvf8+jm7Z4lBlQ0wnQ6kbiPkWapOiak5Fipg937a95ei3S2BYFn1eeAHRly9bdqS3sqmjfuWZOZ5+fshJTbWlWqB0dUVxQYHFeC8/P2Sb58Uw6PP885AplSAch6L8fBTl5UHp4gKZXA6O40A4DqqyVYAypRJSqRSEEJQWFwv62DVq1w4SqRTq0lKUlu2UXZibC7Zs5R3LsgAhurwJAeE4FBcW8mWrAIWTk8FipJdTnx8hRJQlqaqVGpA6SG5uLgFAcnNzHZ73P+vXk0ESCRkAkEESCfln/Xqr4famIYSQtPh4ciUykiTdu0eWTpxIBgAmv0Esy0tjzM0zZ8irjRvz0g1kWfLvzp3k6vHjZCDLmuYpkZC0+HiSFh9PBlmIs+deK0J/r2nx8TbnJZTGWrg9aYRkSIuPt1hvtshAoVijrr079nyn9rQTYsu5dPgwr+0bAJAdK1aQ4qIi0/xYlswdOpSMCQ0VTLP3xx+JVqvlybD122/J4vHjBdMMAMiLDRrw220b2tGqeA6EEKIqLCTj2rQhAwAyrWdPoi4tNYlPT0wkE9q3F+wzzu3bR26cPs1r+wYAZM+6dVZl4ziOpMTGkvP79pHv3nrLkO7NVq0M+Q1kWfLnDz+QhJiYKuu/CdFpWHWOqlRqCKmezlSIzV9+KfiyJUZFmeR3bt8+8sPbbxuUkmc8PAwvjhglxFqcPfdqD7WhgXdUo0yhPKzY851WdRprAzNL+VlShK5ERlpMc/nIEcE0J/78kxBifztqD7bkF3/3Lnna3Z0MAMiKadMM4TfPnDEoYUOdnW3qM4x/vyxYQFJiY8nlI0cEB4fmylDEhx8SjUbDk7mq++9HdvqpNmJp/pplWYS1bQsnV1fcOHXKxNT3xCuv4O3vv0dJUZFdUxh0esMytG5qhrSEBCRERSGwSRPUr2X1XptlexRx1MqwykyN6a+pTW3Fvzt24ONnnwUATFm+HGlxcfhzyRJo1GqEtmqFBTt2QKZQVNgv1A8JwfbFi3k+OAzL4pV589C4fXvcvXgRmxYu5PkzWnKwpku6BXhYlRprG3oJUdlt2SmU2sZfq1ZhidHKi9lr12JYDfucpMbFIerKFZw/eBB/rlgB/TlUtUE2iuNWhjk6TU0T8eGH+N1sBVZ4+/b47vhxOLu5icpry9dfY/3774tKY2lZOVVqBDBsvnfzJhq3aFHT4jgU849n2urV6DRoEPb/9BN++fhj3vWV2TyMQqkp9BYPAuDioUP47+RJ5KSnI9boIEpANyL+IyamWq0ietm86tfH7ogIbF++XPC4gpqQjeIYauvKOUeSEhuLV0NDTcLsXalpaRYhsGlTBDZrhjO7d1tcQGJOVSs1dXqbl7GtWuGDdeseqtHSkDffRKfBg3kfz5NvvIHfFizgmUADwsNrSlRKHaYmp1F2R0Tgq3HjKt6RGQCn1SIxOrraZNwdEYFvyvbvqIjqlo3iOHwDA0V37PakqUlSBLar4MpOtBd7Hw2bNOGtGmMlEnx9+LDFVXA1VVd12lLTDYD8ERot1UUTKKXmSEtIQOzt28hITMSlI0egUat1By1KJPjjhx9qZBolLSEBzwcF8cI7DRiAoGbN8NeKFSbhDMtiW2xstXzfaQkJeMFsSwcAcPP0RLennsKh33/nxc358UcMff31KpeNQhGLo3fRrqj/sdWSRaefBDBWaqQAfoiMRIdHZAqmrplAKVWPkNVld0QEvh43zuBU7urpCYWTE3IzM3kbmdk6jVJZ6w4hBFP79cOVY8d4cfpveNf69fhm/HiD3EoXF/weHQ0ff3/R5YmRWaNW4+vx47FXYLOwJQcPotOAATorjsDeUnMiIvAUVWwotRBHD4Qd0f9QpUYAc6Xmj9hY+AcH17RYFEq1YzxdwrIsXps3D6xEgoj580XlU9HAwLwcY+uOLYpDYV4epvTpg+irV3lx5kpVWkICTu3ahe+nTYNWrUbjtm0RcekSJBKJqHuyJrOx3FqNBivfew/RZptOWpItMToarl5e+PzVV3H/2jUAwMvvvYeuTz5JV0VRah21bSBMlRoBzJWaNz75BK8LONFSKDVJVfutWJouscSA0aPRvm9ffDdpEi/Nk6+9hg83bCg/7LSCchiWxcxVq5AQFYUtixdbXa104dAhzH/xRcPpzD2GDsWZffsMo8fZa9YITn9dO30aU3r3BqfVonnnzvhu3z64e3vbdK9pCQkYKXCu1g9Hj6JV167Y/+uvgr4zzTp1wt1Ll3T3Y0U2AMjPycGsIUNw02inV4Zh8F4V+vk5+p2iS9Qp1U2Vr16ukt1vqhj95j0/fvEF6QWQ3gxD/t2zp6bFotQRUuPjycUjR0iqAzbEspTXrvXrSR+WJb0A0odlyS4Hb96XmZJC5jzzDOkF8H5PODvzwvpIJAYZd61fT/pIJLxrng0IIPt+/ZVcOHyYpMbHk8L8fLJj7VoyumlTwXKEfr0Zhuz79VdSVFBArp8+TaYPHGgS/9tXXxnq7VJkZIXPYPePPxrSDnR1Jb988QXJSkursH4uHjliVUah8N0//ihKNkII+T97Vx0exfGG392Lu0CIkhCCu0txKE6BQpFCaYtDKVZaKG2hFKcUtwQCRYq7awIUd/eQkIsDcU/uvt8fye3v7nb3cne5CPTe57kHMrsz883syDvffPPNm+fP+WkxDEW/eVNgXF1xZMMGamnANlXUbVQbGLIvGvFhwOh8TwDKTG/9tGk4uHYtbBwcsOHWLXhUrFgsMuizwhGLU1yrpdKwKivJsuZkZ2Pz7NnYMncuSEcjWaH0Dq5diyX5PlUYhkGDDh1Q1sMD76KicFPtNubCHv9V5O/s5oagXbuwY/FiZAjcPcMwDHaHheHWmTOc/YeQxkGxjeLm64tjgYH4+48/eGmZmJoiV+Aoc35G8KpUCdIXL0Qe828W7jh4MH7bulWHUufZ4cwZMgSnt22DuZUVcrOzwTAMmnXrhiadO6Nemzbw8PPjbU0F7dmDmf368ctkZiZ6OaI+tnl3goMxQeCoq6mZGdoNGIBR8+eD5HKd+73yszLu7gjavRuzBg5UeYdhGCw8ehRNu3QBwzBajS+OLi54/fAhbp45A//p03nHcIvDtkoBbbcHDTFW/JfG2NIO4/aTAJQrxdLCAt+3bo3H167Br04d/LFnD95GRBRpRyioMwpBLI4+aemDoshH1w6sr12Grs+U82EYBnVatUJGaipCHjzgTdLaDOQq6bEsWvXujYTYWDy4dEmrelJAX4N2sWPGFlZWyExP5/5mWBY/qdVp5KtX8PDzK/D7HF6/Hn+OHCn4zLFcOTiULYvQx4/zJkGGQfNu3VDG3R2HAwJ47wsRGkB/YpeekoIBfn5IiIvj0nfz9UVsWBhkMhnMLCzg6ecHZ3d3OJQti8y0NFw9doz3rRmWBcnlMDM3R7bATev6yCa0zSUKhsGIOXPw5Y8/4uSWLaJ9Qb39OpQty5VdCB4VK8KrShVcP3mSu/Cx38SJqNG0KS4fOYLT27Zx30MikUCmdguzMr6aPh1f//Ybkt6903ns02U8iHj1Cl9Wrsy74bvv+PGoXK8ewp48wY7FiwW3NQ057uiTnr75GJEHI6kRgHqlvI2MxLD69VU6fmEblXoD/X7pUtT65BM8uXEDS7/7TvVWbqUBUbmDOLm64vmtWzi/dy92/vUXLw+3ChUQHRqqEiZkmFhY7Y6QTURhNQe6DG5yuRz3//0XE9q2Vak3hmWx9PRpSF+8wNJx43hpZWdlYf/q1Vjz44/cYD159Wr0UtwYrkY2Og8ZApLLcXLLFp3K0ujTT/H90qWwtrdXkTs9NRU3Tp3CjC++0PoW2h4jRsDd1xcB06fz4oxesABf/vSToN2KAlGhoXh++zYsbWwgl8lw9fhxHFyzhveeqbk5PunRA22/+AKV6tXDu8hIrciLGMQ0Dn2+/x5EhKiQELyNjETSu3cAw4BlGFhYWyM7MxMxb94AyCMbg6ZNw9Dff8fZHTsw75tveOnpQ+zEbHq2PHqEd5GRCH38GBEvX+J9dDTn/VeWmwtrOzv41KgBcwsLuFesiKoNG8K3Vi1Ubdgwz6ZGgyZLFyifimIlEkxcuRIWVlbYNm8ewkU0WUL4pEcPmJia4sKBAzwfPuaWlsjKzFQNZ5g8gpaZqZO8Ng4OqFi7Nu7/+6+gryBLa2tkpKcDRGAYBt2HD0fF2rURExaGnUuW8Nzhr7l0Ca8fPcJfo0cXSBwYlsXlw4dxZP16pKekaC80w6Dbt98iMyMDQTt3impalceesh4eeHrjBkY3a8Ybd/48fhy1mjdH0O7dBiFpRTHGFpSfPovA4kBB+RtJjQAUlfLgxg3Y2tgAAK6fPIlVkyervMewLJadPQvHcuU0phcfE4PYN29QztsbTuXK4X10NCZ17KiVczAFrO3s4OjqigilQczU3Bw5aitCbVDW0xMN2rWDTCbD2e3bQfmDy5c//YS6rVvj4sGDOLJ+PbdqHjxtGtr37///8sTGIjY8HHaOjgh59AjBe/Yg7PFjXj5fTJyIzkOGgGEYLk658uXhpFRf72NiEBceDhel8NjwcEzPv1dEGW379UNyfDxunz3LhZUrXx5J796paBS0gaZtAhMzM1ja2CAlPl7r9Lp88w2qNGyI5fmTdEGwcXBAamKi6PNaLVrg4eXLqgN8/qRuYWWFJ9ev48qxY7w25OzmBu+qVZGekgIiQk52NjJSUpCemorUxETIcnO1Ks/Ss2fRsH17rd7VBkIaB122I9Q1QoVJTx1ihKte27aYsW0byri7Iy4iAg8vXcLKyZPxPjoaVRs2xPKgII3u4HXRZBUEobTE5NYHtVq0gFwmw+Nr17h+37JnT1Rp0AD3Ll7ErTNneHEcy5ZFwtu3vPDxy5ejasOGuHL0KP5ZuJBbMNRt1QqvHz3KI64GQPdhw+BSvjzePH2Kczt3ahWnff/+CH/xAi/v3tU6n2pNmqBC9epISUjApUOHuP5taWMjuEWrCQzDoN/EiXgXHY2gXbu02qaOi4jA7MGDBV0VfDl1KkbOnQuJRKLXArUgTbQmLV9hNVwFQVfZFDCSGgGon34ywojSADNzc1hYW8PE1BQmpqZ52x1EsLC2RkZqKt5FRvIIlbObG6zs7JCVkYG48HBemubW1sjKXzUrUFQrQHWNQ2G0F4ZMT9MWj5WtLZp27YrgPXu4VbKTqys2P3wIhzJl9JbdEBAjdvMPHcK0zz7jnUBr9fnnyM7IwLUTJ3hp1WnVCiSXIy0pCanJySC5HDlZWcjNyUFOdjYy09KKvDz/dVja2OT1a4aBXC4HyeXIzc3N658aIDExgamZmcrCztreHmYWFshMS1MhXtZ2drC0tQUDIDM9nTsxqHjGsKzgYovNtymTC2wtWlhbg+RyZGVkcGEOZctyhJ9hGMhyc5GbkwMTMzOYmCjNqmpaZYWWOTk+XoX8mllYgGFZwbrwrFQpzz4vNxe5WVmYuXcvajVqZCQ1ylCQmsunTsHG2hoAkBgXh1/79OFNGhKJBD41aiDk4UNOnTrgxx9RtWFDhD1+jE2zZmmVJ8OymLt/PxxdXHD5yBGVFU7/yZMhl8mwe+lSXrwJK1agWqNGuHT4sEqcwdOm4ZPPPsPlw4exbcECLrzP+PGwd3bGtePH8fjqVUE5tD3Cq0DHQYNgZWuLQwEBXD5VGzZEyP37PNsCBRp27IhbasauBaFGs2aCMn89Ywaad+uGK0eP5hnp5svw9a+/onrTpvipWzeexmPaxo2wtLHBzH79eKrjaYGByEhNxbLx43mq8D+PH8ejK1ewec4cLp9hs2ah7RdfgGFZsCzLaaXcKlRAWQ8PPL56FTMEjEqnb96MVr164eTWrVg+fjyX3g9r1qDbsGFgWRZvIyMRFRKi1Wr/7oULGK/j1suS06cRGx5uULKhCYbUXhgyPXWCNOSXX3Dz9Ok8zYUaStOdTGLEThPh04cMKsdhWBaTVq1Cp8GDcWzjRqycPJlruyNmz0bL3r1BRCC5nJucFX+/j47OI1xq/er3nTvhUKYMrhw7ht1Ll/5/vBo3Dn5162LBsGE8rWT9tm2R+P49Xj94wJP3q+nT4V2tGpLj4xEfEwPHcuVg5+gIIM84/N6FCzjx99+clrrz11/Dp0YNrPvpJ1XZGAbt+vVDTHi44NjTe9w4pMbH4+yOHVxa7QcMQI2mTfE+JgbbFizgye1ZqRIiXr4UrGdre3s4uLggUu15ufLl4VGxIu6eP8/l41O9OiJDQnTeHmRYFla2tkhLStIpnq6oVLcuvCpXRkpiosrBhiadO8OvTh0QEdJTUpCSkABbR0dYWFkhKjQUz27dElyAicG+TBnYlymD8GfPAAAyAFcBI6lRhpj6Sr1je1SsKNo4NWHYH3/AoUwZLP3++wJPjygGa23U7WIDvC7q+3VXr2J006a88AWHD+PJ9euCp1gUdgzq+SS9f49VkyfrZIPStl8/DPjhB4Q8eIDFo0er1E/jTp30qgN9B3hNz3SZTAvz7XSB2HZE3/Hj4ennh+UTJmi01TIk2fgQoV4Hcrkca376CbsE7NVKk5dxXfq9Ns8MmY8QCiJVuvRhQ29r6puPWB0IpSc0joFh8gzzBTRiDMtid2goXMuX5+WTkpCAv8aMwblduwqsd23gXa0a3jx7pqq5ZVnMP3QIADCtZ0+e7VnbL75AkA75K8w2wp8/x9LvvuMM1m0cHFQ0R+roOWYMDq9bV+D2fi6Aayg6UvNB+6kROueu7mNiz4oVgj4p2pia0oBKlTT689DFXwWRqv+PVhKJYfxICKQnFh4rlXJ+J4TKIwShOC0ZhuZ8/TW1UPPnoZ6WUP3oWwea6lrfZ7rA0N9OCAV9n+KQ4WNDrFTK+W7Rts0bUTD06VdicQzdrg2dj7bjWGZGBm2aPVtwPrkTHKwxfV4bZVl6ePmy4Hjw+No1OrdrF8+fkqJdayqn0DPBMZ5l6bd+/ah7mTJa+6BqAVAXBwdaNGqUaJ9Tz/+fhQvpz9GjVd5tChSpn5pCkZp58+YRAJowYQIXJpfLaebMmeTm5kYWFhbUunVrevTokUq8zMxMGjduHDk7O5OVlRX16NGDpDp0Hl2c94hNJArnWMXV4QydniE7tq7kSV+ZSzuKQ+6C6vRDrbuShJEMln4UV7s2ZD5CaemzcCTSb4zV9EzXhZ5YWjHh4TyC0gKgthYWgqTm2qlTOsumXmelltTcuHGDfHx8qHbt2iqkZsGCBWRra0v79u2jhw8fUv/+/cnNzY2Sk5O5d0aPHk0eHh505swZunPnDrVt25bq1KlDubm5WuWtq0fC/9pEYshV1sdWN6UBxjo1PIx1akRxwdCLveLQRGtKS6g8QmRHG029GJTzaM6ypY/UpKSkUKVKlejMmTPUunVrjtTI5XJydXWlBQsWcO9mZmaSvb09rVu3joiIEhMTydTUlHbu3Mm9ExkZSSzL0smTJ7XKXx83y8ZBzwgjjDDCCEPgY5tPDGlKUFAer548KX3XJHz99ddwcnLC0qVL0aZNG9StWxfLli3D69evUbFiRdy5cwf16tXj3u/ZsyccHBywefNmBAUFoX379oiPj4djvrU7ANSpUwe9evXCLIHTSFlZWchSOqWTnJwMLy+vojM0MsIII0oMcRERkL58CS+jq3kjjChRFMUBhaL2U6Ozm5edO3fizp07uHnzJu9ZTEwMAKCcmrO7cuXK4U2+19GYmBiYmZmpEBrFO4r46pg/f74g2THCCCM+LuxZuRJL8k+BsSyLaQEB+Mzoat4II0oELp6eH9zCgtXlZalUigkTJmDbtm2wsLAQfU/dDTzln9vXBE3v/Pzzz0hKSuJ+UqkUAPA2MlIX8Y0wwoh8xEVE4HZwMOIiIkpUjqzMTLy8fx+ntm/H70OG4K/x47kjoXK5HAtGjSpxGY0wwogPBzqRmtu3byMuLg4NGjSAiYkJTExMcOHCBaxYsQImJiachkZd4xIXF8c9c3V1RXZ2NhLUzrsrv6MOc3Nz2NnZqfwAYGCNGjgcGKhLEYww4j+Pw4GB6OXtje/atUMvb+8S6UPXT5/G959+irY2Nviqbl3MHDQIJwVu8JbLZJC+elWsspUWwmeEEUboDp1ITfv27fHw4UPcu3eP+zVs2BCDBg3CvXv34OvrC1dXV5xRuockOzsbFy5cQPPmzQEADRo0gKmpqco70dHRePToEfeOtpATGVdyRpRalMbJMS4iAvOVbvyWy+WYP3IkHl+/DrlcrpfMmuKoP4uLjMTQJk0woVMn3Dx7VsWtu3uFCoLpe1asqEsRCwVlwtezfHkcWr9e5Xlp/KYKlGbZjDCi2FBYS2Pl009EeUe67e3taf/+/fTw4UMaOHCg4JFuT09POnv2LN25c4fatWun15HuBgA1AeiWBsdHRhhREti9YgU1ZRhqAlAzlqVDpcB3SmpyMv3QvTs1ye836r/W1tbc/5syDE/mWKmUbgUFqZyQOLRhAzVjWcFyKj9rwjA0uG5daiaRCOZ9ZvduksvldGjDBmqqiJP/mz9yZLHUT0x4ODXJ/2bKv2YSCXVzc6OhTZqIflOhuilOaPoORhhRmqDP6WVdUOhrEpRPP+WTJMyaNQv+/v5ISEhAkyZNsHr1atSsWZOLk5mZiR9//BHbt29HRkYG2rdvjzVr1sDLy0urPBXW0w0AmLIsDr1588EZMxnx8eL53bv4un59lTBWIsHBEryP6Pb585g5aBDeRUVpH4lhsOjgQTTv0gXHt2zBAqXbd8cuWABXHx/81r8/7y6eToMHAwBObtsGbW+6Xx0cjAb51xrERURA+uoVzuzciYP+/gCAJh074o/t22Hv7Ky9/NB8kkrxzKNiRdw5fx4rpkxBosCt1powa/t2JL59i+WTJnF1U9zGzXEREejp7a3iHr+k25s6jCfajFDAeEu3AJRJjZ2tLfa+egUnF5eSFssIIxATHo4RzZsLGrErT9y6Qp9JIS4iAiEPH2Lf2rW4dOQIgLwLXhu0a4eb586B5HKwEgl6DB2K0MeP8eDKFb1k0wUd+vfHOaUbtQHNE/CqadOwbeFCAIC5pSXa9+uH/uPHo4oaaRTCoQ0bsGDUKO7yxbHz56PP2LGwtLbGkY0bOZKmCQzDoFWvXnjz7BnCnj7VqozFSSjuXryIBaNH442AbG369EGPb79Fow4dYGZuXuSyiEH5OxhPtBlhJDUCUFRKbz8/RL16hU+6d8fiw4cLPGFlhBFFifCXL/F9+/aIzT+dp47Phg3DT+vWwcREN08KhwMDVbQk2kwKBwICsHD0aBVNSb3WrbFg3z7YOztz2hAvpQtZe6lf4gdAYmICWW6uYB42jo5IFbjgztHFBQlxcbxwxWR/7dQpLFC6RHCav79oeYgIMwcPxunt21XCq9SvjwETJ6Jp585wLFuWI332Zcog7OlTXDh4EGd27BBMU+ym++5Dh8K3enWsmjqVJ5tY/YhhxZkzaNyhg1bvCkGMxMZFRCD0yRPcPHcOJ7ZswXsRNxhAXn3LZTJY2tigXqtW+GzYMLTu3VtlnNSUT0EaLm0IdkRICPr6+fHkKirSZ9QIlX4YSY0AFJVy58oVTGjbFtlZWfhxzRr0GTOmpEUz4j+Klw8eYELHjoiPjUVZDw/4VK2Km0FBvO2XcuXLo8fQoXB2dUWj9u3hqTbgqw/Kdy5cwHdt26re3s2yOBAWhnL527WKOK7lyyP06VP8PXcuHl27piogw+BweLjGgf5wYCCPbPQYOhTPbt/Gt40ba7WV5OjigmadO6N+mzZIS0nB8smTBcmLOqnSBKGJURlmFhbIzswsULaCoNCkickmVD8Va9bEsKZNeWl5VKyIXzdtQr2WLXWaaIkI63//HZtmz+bcXDTr2hXeVarg7oULeHb7tsr7DMuiRffuqN6oEdb//jvkMhmY/BulMwRulLawskK1Ro1QoXp1xISH4+rx41w+vUeNQtu+fXHnwgX8PXcup+H68ocfULt5c6QkJODKiRMI3rtXKz9CKYmJGNumDV7ev897NuKPPzD011/xNjLSYCREH/Jf2vExkjQjqRGAcqWc2LQJSydOhLmFBf6+cwcVqlUrafFEYcgGWpobu6FWeaUlH014fP069vv74/Q//yAnO5sLt3d2RvkqVWBpbQ2ncuXwNjISdy9eVDntAwBl3N3RsF07VKpbF9Ghodi3Zg1HYBQaFCE4lC2Leq1bIzUxETfPntVKVm22v7SZ0BmWxYS//kLzbt2QnpKClPh4JLx7h5pNmvBOMOlCXsRwOzgY37Vrp1dcdfQbPx7eVaviz+++UyFp2moPhMpzODAQ80eOFNT+2Dg4IDUxEUDeVtZXU6ei45dfwsrWFukpKYgODYWLlxcS377FxUOHcP7AAbyPjta6PBtv3ED1Ro14stk6OuKfv/7ChpkztU5LH4jVW0x4OCZ16YLQJ09E43r4+iIqLEx0W0qXPhwTHo7eFSoY1K7I0GOIrlqxfWvXYvG4cYL1U9Ljvz5jryLcwdUVftWrF92NAEViflzEULaelslkNKFTJ2oC0Fd165L01atiOYUgdtpBLFzT6QRNJyeEnh3w9+dOiDRlWTq4fn2hZDNUHLlcTjuWLlWRLWDGDIoKC6PU5GQ6uH69wergYECASj7+M2ZQZGgopSQmasxHE8RkkMlk9C4mhh5eu0ZH//6bVk+bRj/16kWfOjmpnJJpa2NDO5cvp7Bnz0gul/PSv3b6tPDJI4ETN4X5fe7ry53SUT7BU9g+ESuV0q0SuO8mVir9/ykqxekslqWdy5fTn+PGCdbBpePHad/atVwbaSaR8E9m5Z/EUn+mr4yKunnz/Dl937GjQb9p38qVBcM1nfy8FRQkGGfKZ5/R0MaNBZ99YmYmmv83jRoJPvP/7TeSy+Vc/7l68iR1c3OjJgB1d3engJkzVep6Urdu1NLCgpdOU4ahBaNH09/z5tHMr77S6qTZu5gY2jx/Ppef+u/66dO8ONpA+RReU5alA/7+/O+t5XiZkphI6377jStPU5alzfPn541VAQFc227KsjRz8GCaM2wY9a9WTbB+Ns6eTWumTy+2k27anHjct3YtvY2KotePH9OqadNUyhk4eza9j42lA/7+XJxGDFO6Tz+VBNTVV++iozG4dm0kvnsHMAygo4t1XRm0uppzqr8/WvTogV3Ll2PrggV5K22GQZ0WLeDk4oL30dE8I0yGZbE6KAjSFy+wcPRoQZWpcj4Mw6B+27ZITUjA87t3eWVo2K4d6rRogeT4eOxds4Zj91PXrUOPYcNwJDBQq3yUnwmFdx0yBDHh4di7ejV2LVvGaRXKeXkhOSEBGampWn9HhmEwcvZsJL57h90rVvBkBqAiNwA07tABqcnJeHLjhk75/LFjB+ydnfEuKgrRYWGwd3aGpY0NcrKykJGWhktHjuB2cDAXp0KNGjC3sMD76GjEx8ZCpqRhcS1fHuW8vXH/339V8iloZaiPxuGz4cORlpyMoD17/r9NMHo0nFxdcfnoUTwVuK5kdVAQIl+/1tpu5UOA0NaPmK2L8nfQpCkyhBZJE/auXo3F48Zp/X7Vhg3RsF07/PPnn6rbjRIJNly9iuFNm4qWUwia6gYA30aIYdCgbVvcDgoSTI9lWVGbImt7e6QlJamEObm4oMewYXAoWxYZaWlIjo9HGXd3OLm44PmdO9i1fLnG+lDHJ927g2HZPKP3/PoRs49SwKFMGdRo0gRXlLbZRs+bhw79+uUXWckOM///76OjMULAZ5qzqyvcK1aELCdHZfz5pHt3VK5XDy/u3sXlo0e5cBdPT6SnpnKauqICw7LYeu8eyrq7AwDeRkUhMiQEHhUrcmFEhHdRUYh8/Roevr4okx8uBEXbO/nPP1gxeTJXb0NnzICNgwOWT5pUKHlzAdwGjNtPylCQmtkjRsDCzAxEhNAnT3Dn/HnVFxkGnb78Mm9/OTUVqUlJsLazg4WVFYC8j/fm+XM8VCIcVerVg6uPD6LDwvBCiTyUr1IF9s7OSE9JQcjDh0VaPitbW+Tm5iI7I6NI8zG3tITExATpKSm8Z7aOjkgRMAL9L6HjwIHw9PODs5sbyri5oVz58vCuUgXhL17g5759EfX6NS+Opi0esUkm4PJlpCUlYWKXLqLqc6EJuDAT+ocIXWxdSgOBE/o+DMOgYYcOuKnkfFQBRdsRK48+5dQUR1M+iu00hU1NjSZNkPTuHa6dPIkLhw7lkQqGgbOrK+JjYiA0jdg5OQFEyM3JQW5ODmS5uSqLAyP+mzCSGgEoSE2/mjVhnn+SJCM1VdCduq2jI0xMTVVOYziVK8dN5mnJyUUqq6u3NyysrASPgzIMIzgYaIKnnx8iBMpZsVYtJL59q/E0hKEgtmKr06IF7l+6pBrIMPhs2DAQEY4IuOMv4+6um+8UAA3atcvTqij7R2FZ/Ozvj9zcXCwaOxba+kfRhJpNm2JaQAD8atVCXEQEwp4+xdUTJ7B75UrBE0Ha7OHrM8loQmmd0IsbpZXACX2fpp06aSSjgHh59CmnPtoqXeKc3LYNv3/1FS9fIYIvl8vzyE1uLg4HBmLpxIkceRq3cCE69O+Pt5GRGNG8uerYyDCo/ckneKA+vgCYum4dqtSvD7lcjviYGMRKpSjr7g4rOzsc8PdH8N69vDjjFi3iuQVITUrC33Pn4vmdO7z3GZbFN7/8gvAXL3Bu1y7ec8+KFREREsIL7zd+PCpUr45FY8ao+nNiWYyZNw9rfv6ZN45NX78e9mXK4MaZM3k2dvn18/mYMahSt24e4dRhfPOpVo03/zAsi58DAuBQpoxgnIdXr2JrvisFZdiXKYOkd+8E02IYBvOGD+eVc+yCBVgzdSoXXtSk5oO3qVFAaN9d398npqaC4V/Vr0+Tunbl2UA0Y1m69++/vPyV7RiE9vAjQ0N53lObsiwd3riRgvbt4z1TpCdmDyBUB80kErp2+jQ/LZalo3//TTuXL+fZXzRlGPrj22/5dhksS09u3qToN29Ey6rJVkHomZjML+7fpxf37+tcB0L5HAwIoAMBAYLfdPW0aXTz3DnRttOUYWh48+Y8Oab16UPblyzRyy5Dk22KPnYrJWXr8l9FjFRKN4OCKEbL+hb6Poa26SlJiPVhbdqjWNvVZazQlI/YvNC7QgU6t3cvZwt0KDCQepYvT00Aam1lRQtHj9ZpjH1844bO47+mcE31ox5n659/0s7ly2lAjRo6zXO3goIE6+xWcDB1dnHhva/vGK8e3ohli9Sm5qMhNUT8Cl04Zgz90KOH4Aed0LkzbZwzR3DSLMkGqq0xoy6Dgb75GFq24qoDoWcFDYjq+WyaM4d+7ttXmOiwLMWEhxcogxEfHw5s2ECNWJYa5A/OBwpBRj6mtlMUJM1QZFA5TlOGoTY2NirkRnnx1tHZmV7cvy+avyYZ9Bn/NYXrWjexUqngInnNzz/zFqhNABrerBm9fvKEi3v9zBlaNmkSN052c3P7v0FwIcd45fBXT54YSY06NN0dUdjJrLQ00KJIrzAN0VCy6SqzIfPR55vuWb1aeJVjvG+sSKGrNqQ4ECOVUkOGoQYA92skkZQqGUsSxUXSCjsmpiYlkf9vv1ErgRNYhdUwlTRR1WY+a8ow9ImJCTUBqLmJCU3o3JlHhmZ/+y2lp6YWSXlK/d1PJQFdnfcUZHdgyP1rI0o3dP2mBRnjfqiIVTrZV66UleNgYCDmKZ26mx4QgF6lwE5o77p1WCDg4HNdcDAa6nn9hRElh6B9+zC9b19eeGGuMykN0GY+y83JwZIJE7jrU5TBFPF9ikbnewLQp1KMBMUIffGxGeOWVtIAAJGvX6OXnx/vSPORsLASJV/voqPxZb16iI+NVQlnWRZH3rwpdcTQiILxsS5YdMHGOXMQ8NtvvPCiJHZGUiMARaUEHzmCanXrGgcUI4ocHwspjo2IQA+BgbwkSINCW1TOyws3zp3D7lWr8PrJE0G/IyWpDcnMyMCgevXw5vlz3jNWIsH6ixdRR8CviRGlHx/bgkVXlASxM5IaASgqpS4A01K20jTCiNKMW8HBGC3gALC4SYOytqggMCyLo4XQhhRmq+19bCwG16+Pt1FRkJiYYOLixfCuWhXP79zBjuXLER8bC5Zl8cv69eg5dKhe8hlRsvhYFiz6oriJnZHUCECZ1EhQOtTTRhjxIeD2hQsYJUBehvz4I8YvWlQsMsRGRKB7+fI8XxtuPj4YOn06ZDIZFn73HaexYRgGP61ahb5jxqh6gNUChdlquxUcjB969UJacjJYlsWKkyfR9NNPueepyckY2qwZXuffb9RxwAD0+OYb+NaoYRyLjPigUJzEzkhqBKBOagCjsZ4RRhSEc3v34tdBg1Qu3lSGl58fpvv7o2HbtjqTB21BRJgzYgQOCThiXHP2LBq3bw8gj/hcP3MGf44fz1290axTJ/wWGAgXDw9eXHVtDBHhzoULGN2unc72OTKZDMumTMGO5cuhcIw2ZcUKDPj+e9678XFxGNaiBaQvX3JhDMPgl/XrtSJPpdlg2wgjigJGUiMAnqbGaKxnxH8YBU2MESEh+GvSJPybf9LBqVw5LD1yBBlpafCsWBFb//wTu1au5N6v2qAB2vfpgy6DB8PVy0vrfAqSLSk+HlN69kRU/t1DyhAjGzeDgvB9587IzcmBpbU1TExN8dOqVej85Zcc8VLWxjAMg9rNmiEmPByxIjeca1oAhT59ikk9eqh4h63bsiXWX7ggSvQeXruGb5s1UwljGAYHXr6EZ8WKYlVTqg22jTCiqFDUpOaD9lNTN99XRGt7e3obHV3SYhlhRLFDkzO41ORkWvXzz9TUzIyaW1pSA4DaOjpS6LNnKmnI5XLy//13Ff8rit/8MWNIJpPRnrVrqaEGp3NCfmWUZVP+NTYxoYk9elAjiYTz9aLJid2RzZu5uANq16YGAI3r1Ime3rlDx//5hxqo+Y5R/JqamQmGH//nH14eie/f06qff6YmAnEK8kVzMyhIMJ/WDg50YMMGykhL49VP5OvXXH0afd4Y8V+C0U+NABRM79TevVg3fTrCX7xAvZYtsfbcOZiYmpa0eEb8x1BcWwjq+USFhqKnn5/KaSGGZbEuOBgRr15h7a+/Ijk+Hh6+vgh9+hSmZmZYc/Ys6rVsKZj+2hkzEDh7Nv8Bw0DoLq3qjRrBt3p1pCQk4OKRI9xtvu369IFzuXLYvXo1L07NJk0wZ/t2ePr65pUnfx+/oHpb/8cf8J85s4Aa+j/G//kn+n33HU5u3455+UaQCrAsiwmLF+PLiRMR+vQpjmzahP0BAcjJyoK5pSVSBG5V1qTdETpRpgwTU1Pk5uRwf1eoXh1Rr18jKzOT9+4nXbvis2+/Re3mzSGTyRDx6pVxa8qIjwrG7ScBKFdKQkwMhjRqhLTkZAycMAE/LFtW0uIZHP+VfffCbm8Yom50Te/A+vWYN2pUnt0Gw2D0rFn4tH9/mJqZISsjA+9jYgTT0jUf9S0Wv9q1IX3xApkabnK3trNTubC198iR+MXfX/R9sZNRhsS6oCA0bNtW53gxUim6e3vzyBUrkagQFiCP2G28fBmVateGhZUVYiMiEPbsGSytrbFp3jz8e/QoAMDK1hbpKSmwtrWFtb094kS2q7SxwzkYGMiRJ1YiQZtevXD/0iW8V/NroxcYBt/Nm4dvp00DUDr6iRFG6AsjqRGAeqWcP3QIU3r1AgDM2b4dnQcOLFkB9YDYoKPvvrtYeiVNAsTi/LN0KZb98EPeap9l8Yu/P3oNH64xnX3r1mHB2LH/j1PIutGlrnOysxHw++/YNH++VmV28/GBX82acHZ1RWxEBK6dOsXJ/dPKlfhi7FhB2RLevsXpXbvw5/jxgtoSIYjd/l7Q5Czow4ZlsWj/fvzYu7dONwOX9fDA28hInfLXBDHCtfbcOdwMDsbGuXMF60ciyTtKIFMjPkIwMzdH//Hj4eLpiaWTJ3MEZbq/v/btSknzlJWZiVU//4wdAgutXiNGgEFem1Pcwty6Z08kxMXhwZUrgnVtYmoKazs7JL1/DwC8fiLUrokIgXPnwn/GDK69TVm+HP3HjVOVu4gJT0lpM41QRWmoHyOpEYBQpaz59VdsnDsXFlZW+OvgQUhMTAzy4TQ1AkM1EPXJdPyiRajZpAke37qFZZMni57eEMt/18qVWDxxIjdYTlu9Gn1Gjy5w0i6M9kBbwqWicWBZNPn0U8SGhyP06VPeuwPGj0ev4cNRsWZNxEVGQvryJdy8vRH69CkOb9qEoH37VN5nGAa7Hj+Gb7VqWss8aelS1G7WDE9u3sSiceNU65plcTgsDK5eXpC+eoVrp08jNiICl48fR8ijRzwNQWFQ1sMDdo6OCHn0iAtzKleO58FWGRITE8hyc7m/GYbB5KVL0Wf0aBzetEkvl/7qGgfFhK4ePmXFCrTo2hWhT59iYrdugm306qlTgmnpg4KcBioIhZu3N3KysxEVGoqk9++RlpICADA1M4NDmTIo6+4OK1tbfFG9uuq2HcNg07VrqNm4MZeftltjhpBbOZ/zBw9iSu/eWufRvEsXlPXwwJGNG7l2/dmwYZDl5ODKyZN4HxPDi+NZsSJqNWuG3JwcnN2zB1SExsrFZRD9XzO81nXhunftWiwcN07wWxfHPKeAkdQIQKhSZDIZJnbrhqunTnHvFVazod5JJi9bhpbduyM5Ph4nt2/H9qVLQUR6NxArGxtcPXUKvwwcqNMq2M7REeW8vPDq4UPOjqFaw4YAAOnLl4I2Aabm5sjJylIJU/j/qN6oER5cuZK3OtVyQIgKDUXPihVV5GYYBvN27UKbnj0RHxfHldPFwwNRYWG4duoUp1nRBWXc3PA+JkareDb29hg9ezb6jBqlIkM5T0+8fvIE/WvW1Cl/ViIBy7IqNhHKeaUmJfHe/37BAiz/8Ufe+y179EBqYiLu/vuv1vmLgmEwcuZMNG7fntP+KE+MhfEcLDahi4WLESFNcfSBpnx0QXE7INRVbrFvN2LmTPjPmGFw+ZShUxspYEJ1LlcO18+dw8SuXXmLhX3Pn8PLz0/rtAqaaGMjItDd25tnX7bixAk0atsWJqamBsmntODghg2YO2pU3sKVYfD5qFFo1K4dbgYFYb+/Pzcv1GzaFCzL4s2LF0h8+1Y1EYbBwIkTIc/Nxe7Vqzmy8+PKlWjZowdSEhJwfOtWbPvrL07LN33dOvQeMQKA/nVjJDUCUFTKwgkTYGFuDiBvQk14+xaHN25UfZlh0G/sWFjb2eUZPHLB////o+vXcePsWe7vMu7ukEgkiJVKdZKrZY8ekMtkuHLiBNeoWvXsCb9atZCSkIAnN27g0Y0bWqVlZWMDe2dnRL95o5MMhgLDMBg5axZsHRx4R1lTEhKwZ80awRUgwLdzMDUzE/WNAgC1mjXDo2vXeGTDw9cXUWFhgm7zy1eujPAXL0TTVM/TzNwc2WqkrjAYv3AhBkyYgOPbtvEmrGadOokSCgC8ZwzL4vNRo7Bv7VpePj8sW4a2vXsj6MABLJ08OW/g0XJCNxQJ0AaGJC9FnU9JXBWhq9xC306oXTEMg+qNGuGxluNKfiQ0aNMGCXFxeP34Me/xyN9/R/1WrWBiZgZTMzOYmZvD1MyM+/vs3r3/1yAzDL6ZOhV1W7RA8IEDOLxxI9eP1TWJyjA1NUX9Nm1gY2+PoP37edoDTVoXdW1vq+7d8eLBA0QLuAoAAHMLC5Rxd0dkaCigZMxeo3FjPL5xA0H79nHj9eejR6ND376wc3LCtdOnsfrnnwVlKCkiJJfLcXjjRszJJxYlAXcfH1ja2CDk8eO8+tRh6x8wkhpBKCqlm68vTFmW60RZGRl4GxXFe9+xbFlYWltzfyvez83NRUpCAjLT03XKX8xmQR8wLCs4ads6OIBlWWRnZSEjLY0LN7e0BJBXVnWYmZuDlUgEy2NmYYFsgdMWYvkDgImZGVg1QiOTyUQHqoIglpedkxNkOTncVgEA2Do6wsrGBtlZWUiIi+PFKeflBVluLt5FR3NhHhUqgDUxQXRYmKBmRVAmhsHUNWvg7uODOxcvYvPChRxxmLZmDcAwmDdyJC+e8qpeaMLSRCi0nbDUJ1p9JvTiIhsfGoqT8OkLbduVINlhWczbuRMkl+PC4cM4tWNHns0Rw8C7ShVY29ggOTEREa9eFW0hRE7OaYKFlZXgGFYu32eSLotNTcRKH7T67DNkZ2bi+pkzHBFq+/nnqNW0KQDg/pUrOH/wIEeePu3fH7WbNQMYBqlJSUh8+xaOLi6wd3ICGAaM2k89LDkhAQlxcXAsWxZhz5/j0tGjgnMcIL5d/Wm/fvCuUgWBc+bw5q2KNWuqbHkrwDAMLKysVOaegvDZ0KFo07s3yri6Ij4uDnFSKVy9veHs6sqV531sLNLT09G+Vy8jqVGGGNMTO1ppamaGb6dPR5dBgxArlSIrKwtH//4b5/bsET2G2XfsWOxbu1bQVgAQWG0zDJzd3PBOpMGpn0RRYF1wMCJCQjQOsOqDW0ErTW3tIhThYvVmaWODb3/+Ge379kVUaCjO7t6NQ/masOqNGqHt559j7a+/qqTn7uODsR068Mq56tQpNO3YUeetCn1sEi4dP46J3brxZJi3cyfSU1MNWteaoIlQ6EqEjDA89CV8sRERCH/5EuVLaEtCn7ajzdYhwzCwL1OGv02BgsmBjYMDUgW2vXt88w0S37/PO3GWT6qadOgAp3Ll8OL+fYQ8fFiImvg/XL29YWpqCqkSSfOsWBEOZcsi4e1bRCo5U1TA3NJScHEoMTGBXC4XXewJQgN5k5iYgIhUtNcMy4JB3gL7A5yCCwUZgHuA0fmeMjQ57zmwYcP/nXqxLPWtXl3QMZbiN7pdO1EnWCppqTkIE3oWI5Xy02JZCnn8mGKkUp4jMmVnWzFSKd0MDtba+ZYm2TSlJxaunF5DlqWunp6idbZk8mTKzsoSTK+gchZFWdVR3HVtSOgqmxHFi/0bNlA9lqU6ANVjWdpfhG1BV+jbdpTjZWVm0rIffxTs9+2dnemHXr2ooZqzw0YSCT26cUPnPifYT1mWtvz5Jy+PhgxDiydOpMUTJwrmr3M+BcgsFKchw1A3b2+N84m2PyFHi3K5nGQyGclkMooMC+OVswFAS3/4gd5GRdGu1au5uaYhy9KOFSsoOSGBti9frhL+z9KlFB8XR+9jY+ldTAw9uX2bzu7dS49v3qTYiAiKkUrp70WLVOJsnD+fpCEhJH31igLnzlV5tmHOHLoZHMyXjWGof61aWpW9LlCkzvc+OlJDpNqw5XI57V27ll+5DENXT58mIs2TlqaBQuiZrkSoMDD0BKicnkwmox3Ll/PqrSHLFphfUZCAkiYiRrJhRIxUyhEaxa/eR+gFWMxD8o1z54hIvG/p0+f0Sask8xEjYldPnxYkSQ0ZhgY3bChYnzeDgkTlPbpli3Cc4GDuHV0XrppgqHnu9K5dRlKjD3R1syzWSbVpIPpA1wZSWqFNvYmhNJSzNMhgxMeDK6dOqRAaxe+GFv3hQ0JhtK2GnFANPY4aKh9DEKEGAE3t14+yMjN5ed6/coXaOjpqpd0pSeiiFbt6+jSn8SlqUvNR2dSIoSROO3wMMNabEUbkIf7tW3xRuzbvxB8rkeDER9gfjPZdmlEYeznFaVIiQs0mTfDn/v2Qy+WQvnwJ6atXWDx+PLIyM+Hm7Y3YiIgP7hsUZNOZI5MVqU3Nf4LUAMZOqi+M9WZESaCkjXGV8fTOHYxo1+7/PomUjEI9fX1xVMAI9WOA8eScYaFcn6FPn2J6//5ITkiAjb090lJSVAyTW3Trhnk7dyIlMfGD/AaafF09vX8fbbt3N5IaZeh7zt3YSfWDsd4+TpQm4qCMA4GBmK3ko+S3gAD0LiEiHfLkCQY3bswdbf0tIAAtunTBuQMHsGj8eADA0GnTMF7L6zKMMEKBiJAQjO/aledvi2EYHHr9Gu4+PiUjWBHD6KdGAIpKCTpyBNXr1i1VA7IRRnwIKE3EQQEiwpm9e/FTv34q4SW1xRMjlWJggwZIyD/iPPTnnzF+3jzu+cpffkFg/t9rT51Cs44di1U+Iz58/HvsGCZ1784LLyrv1qUBRU1qWIOnWIwY36MHunh740BgYEmLYoQRHwxiIyLwRz6hAfK8lM4eNQqxIrdUF6UcN4ODERsRgUc3bqB3tWo8QgMAcpkMz+7dK1bZXj58iK+aNkXiu3cAgM4DBmDcnDkq74yeORN+NWsCACZ89hmkH+k2lBFFh8p16oBlVadhViLhrpAwQnd80KQGKLkB2QgjPkTcv3YNIzt04DkWk8tkCC9q77JKOBAYiC7e3hjRrh06eXlhcJMmCHv+XPT9H/v2xcmdO1WIUFFh99q1+KJ2bbyNigIRoXylSvjj7795k4+pmRnmbNkCiUSC7KwsfNuyJRLzb9A2wghtUM7TE9MDAsDm3yavsFs07j7ojw96+6kmAEl+2PrgYDT6SNV1RhihLxR2M7YODpg/bhzuX7ki+u5v/v7oI3AlRFHI1EXAg3Xtpk3RZ9QopCUnY/HkydxJEYZheO/qsmWmi+3Qw+vX8VW+y3surwK2v9bNmoV1v/8OhmHg7uODv/btQ9V69QqUywgjFPgv2S0at5+0hNh9GEYY8V+FsjZkQP36HKGpWq8ehvzwA7c6VGD2qFGY2KsXkgXc3SsgpinRRYPy/P59wetJvp8/Hz2/+QZfjh+PE2FhWB8cjJPh4TgSEoLWPXqovCuXyzF75MgC81OuA6GtaoXcEa9fY82MGfi6eXNeGgVpsYZNn45yXl4gIkSGhmJA/foILCHD4eLQZBlheJTz9ETDNm0+ekJTHPhoNDWmZmZYuHMn2vXuXZKiGWFEkUEXjcODa9cwpFkzXvjPq1fji9GjwbJsXnqvXkEikWD2qFEIffoUQN49ZUN++AE9v/0WrvmXCMpkMmxevBgrp08H5d+OPGH+fPQbOxYnd+7EnFGjtDI6zsrMxKBGjfBK7RK9grQhN4ODMaJdO154vZYt8dOyZahWv75K/Ti7uuLMnj34edAgqN/J03v4cDRq2xZRoaFYM2OG6P1v2soWGxGBzt7evC29jv3748elS1HWzc2gJ83E0vpnxQr8OXEiV153b2/Ub9UK9Vu1Qq0mTZD47l2Rn3TTVE6xZ6X1FJ4RRQPj6ScBcKefjh6FX9WqWD51Ks7u2weWZfH7xo1o0r69sfMY8cFCqJ0WdFopNiICoc+eISosDAcDA/Hg2jXBtMW2adNSUvDLV1/h/KFDKuHlPD1ham6O6LAwyJQu5NMEIRIgl8tx8/x5/Dp4MN5GR6s4IGMlEvzm769xK0lsy0oB7ypVEP7yZR6xYBhYWVsjPTVVK3mVMWrmTJR1d8e8sWM530wFySZGuBSwd3JCUnw8gLxts1/9/fH58OFcuXQhAcrtgGFZdOrXD2kpKbh36RJSFH50lGBmYYHszEzub4ZhMGP9+kJv26k/y0hLw+bFi+E/axZ3e/WXEyei65dfws7REf8eO4bFkybx2m9pPIVnRNHCSGoEoF4pubm5+GPECBz++28AeR2XiMCyLH5evRoN27TB7rVrsXPlSi7cEJ3HSJKMMDQC5szB2hkzuJt7K1SrBgCcFkUZruXLw8rGBumpqYgJDy8w7YI0DtHh4ejq42OQW4O/mzMHbXv1wquHD3H7wgVcPnkSUfk33EtMTLDmxAn4VK2K8FevUF5LO4IDgYGYrfDKyrLo+uWXuH7uHN5FRwu+b2llhYz0dF64q5cX3kZFCZI0BelTaLG0kU2IcDEMAzdvb67M6mjSvj0srK1x8cgRwTFJfbL/9uefYWFpidW//cbTPOmD9n364Ie//oJ7vtda5XEsJycHG+bORcAff3AEpVmnTqhcuzYA4MWDB7h66hTXTqzt7JCWnKyzDEI3f39IHppLs+appGXTlI+R1AhAqFLkcjn+GDECBzdu1CoNhmFw9PVreBTg4Ejs4+xfvx6zR48GCawwirNR65NXSXc6Q+dvyDoorvpUjpORloaTO3bgyJYtiAwN1Sp+QVgfHIyIkBCOBBRG49CkQwdEvH6NyNevec+8K1fGGzXnYerw8vMDESEiJAQMw+Cv/fvRrlcvncsEQJBs7Fq9GvPHjdMqvr2TE2o2bgzPihWxe80aFQJXmAlVmXAp13XQwYOYrMOWuK2jI6xtbbUiqQo0bt8eXb78ErNHjFC90oRlMeTHH/H3woWicW3s7f/vKRl5HpLjIiORnZWldf6a4FimDNJSU1W0RQWhVY8e+HHpUnhVrFjiY5UYDgQG4o+RI7mt2KFTp6L1Z5/hwuHD2LhwoeC8oAmGLKeybCzLYuqqVeg3ejQObtxYLFqxgrRvRU1qPqoLLa+fOyd44VxDU1PB8K4VKtCdf/8loryLuG4EBalczrV/wwbuVt66LEt/jBxJf02ZQl81bSqY3uAmTWhI8+ZUl2HybvBlWdqvdoOsUD4FPRMLV5ZPPS9DxinomS7QlL+mfAxZnn+WL+e+UV2WJf/Zs+ltdDTtXrtWJ9nkcjntWbfu/2kxDG1atIjCX72ikCdP6Nm9e3ThyBHaumQJ7d+wgQ5v3kzbV6ygCT17CrYfsd/kzz+nOvl5KH51GYb2+PvT4smTNV6yGCOV0g0tL/4r6Bbq7StWUF3Fc4ah0R070pwxY2hI8+b/l49hqEelSlTfxERQrt+++aZAOXSFkNx1WZae3rlDEaGh9OjGDQo6eJCi3rxRibd/wwaqJ5Fw5VT/3vrIoV7XgrIxDPWuUUOnNlAHoIZmZrww5e8jVB6x/HtVrapz/uN79KBJvXsLPju4caNo2xFrV+ePHOGFc89ZlgY1bsy1N0OMVYYa325dvKh1ndVlWYoOD9eY3v4NG0TLqSue3L4tKIdQfzTEDfPq9fbo5k1uPFT+lsp97+WTJyQ0fxsKH7SmpmWZMjBR8h0hl8s5Z1nKUN7TFoKJqSlyc3K4v61tbcGwrMoKpjCwsLKCpZUVZDIZkhMSuHA7JydYWlkhNzcXGampKjYAdo6OsLazQ3pqKpKUfF/YOTrCxNQUWZmZgipfOycnyGUyFdmtbG1hYmKC7OxsZOa7e1eGvbMz5DIZUpROvTiWLQubfBadmpzMeVUFAKdy5bhnADj7CHWoh+fm5CBCYLVvaW3NqaIzlORzcnGBvbMzUpOSVE63OZcrB1Nzc2SkpanUjQLuPj7IzspS2ZawdXAAAGSmpyMnO1tQXiFIJBKAYUByeYEGpdqAZVnBdMpXqoTG7dtjn7+/oPbgyqlTgpoAoa2PotA4KCC2LaMeHh0ejiVTpuDMnj2q5S+i7YWC5BaDLttMhpSteadOgltWv2/ciIS3b7Hsp59U0mBYFiffvBFtB5rKI1Y3x3fswPQvv+TJ6+LpiTgdT0/5Vq+OrIwMFU1jlbp1Ub5SJZiamSHy9Wvcv3YNIAIYBg1atYJfzZoIffoUN4KDufBajRsj4e1bwXECAJp37ozMtDTcuXQJyN8a6zRgAOo2bw4wDB5cvYoT27dz22bdvvoK9Vu2xN1Ll3B0yxYu/LNvvkHDNm3AMAxuX7iAgxs3cs8+HzECjdu1AxgGyfHxeB8TgzLu7pBIJDizZw+unj4tuEVraWODDAE7rjJubug9bBgatG6N5IQExEVGopyHB3Jzc3Hx6FGc2L6dF+dXf3/41awJhmGQ8PYtYqRSuJUvDycXFyDfzQHw/zFWLpPh7L592LFypU5aseadOmHghAlw9/ZGfGwsosPD4ebtjbJublz672NjERUWBncfH5Rxc+PcLJzevTvv4EB+XTi5uCA+Lk4wHysbGzRq2xbmlpY4sXs3HsF4oaUKFKRmxW+/wdLCggsnIjy5dQvnDx3iGmibnj1RvUEDPLl9WyX8ky5d8D42Fk9v39Ypb+8qVeBWvjyunT0L9b3tmo0b49GNGwYpIyC851wqwDD4YtQoWNnaIj0lBUnx8bBzdISVra3Ka2nJyUhJSIDE1BQRr1/j+d27Oqu1WYkEci0NVD9kKGw5NE3OYhOwvhO6GAw10YttZxWVT6niICj6QheyUdAzfcopFEcTIb5y6pTK9sqQyZNRv1UrpKWk4PLJkzi+bVveZMYwaNqhA7wrV0ZOdjaSExKQFB8PM3NzsCyLnOxs5GRnQy6TISszExlpaTA1Nc0b22QykFyOrKwsZGdkQGJiwvkkSk1KUlkAFgiGAQMYxB7MiKKFDDCSGnUUtCen7WoSAHatWYP5333HS8OjQgVEhoWpEBflVabWqy+WRZeBA3EjKEjUoLEgTZI6PH19Ub1hQ5zZs0elEzMMg0q1auHFgwe8OC27dUOl2rWxacECfpzatfHi/n2t8wcA32rV4FerFs7s3cvt3f66bh069O2L5IQEHNq0CRvmzi1wkGFYFuPmzIE0JAQHdbjuopyXF6o1aIAL+URVGaampshR0rwp0Lh9e7To2hXLfvyRN5D/ffkyvmnenPftvp87F9KQEBzYsIGXXv+xY7F77VrV/PMNRKNFDETb9OyJC0eOqBz/VddeGGrSKmkYWov0MULTdyspLZI25KmoZRMzvq7WoAGe3Lpl8Py0hV/NmvhuzhxEvn6Nv6ZM4UjfpEWL0GnAAJzcvh3Lpk3jwkf88gtSk5JwaNMmpKWk8NKrWLMmQtTcGxSEXsOG4X1MDP49dkwl3MrGBgO+/x4syyJw/nxOhmE//5xn73PoEAIXLODC2/fujbioKDy4elUwH2tbW0GZNWH0778jNSkJ/yxfzuUz4Lvv4ObtjUvHj+NGUFCRk5qPyqZGH2iyIyhoz11oD10sToxU+n97BKW9xrAXL0RlOLlzJ39/Uo89dH3jvHr8mF49fiy6763rb9fatbRn3TrR+hGS4fTevTrXQURoKL+uC4hT0LfTtY28fPRIVAZD23KUZvyXyvqhQhe7q+KE1mMVy9Kxf/6hnatX88aKuixLO9euFRx7j27bRjtXreLF0fS7ERTEySdWb0LhF48dE04vOFiwnG9evqSf+vfX3naHYejZ3bt6yXZ8+3adxvEBDRrQvO++0zgua7IvqwkYbP4Wwn+e1BBpHnj16fBicTTlo+tEqykvQ8dRf7Z58WJa8P33oo2+obm5aAfWp36Kqw70/XaGjPMxQpeyRkuldD0oiKL/A/ViRMEo7FilzRgi9Ez6+rXGhZE+5dC02NTFyPzbVq00jq+Gku3Ili16LQ41Yf+GDVSbZY2kRh2GJjVExTfJaMpH14lW33wMIZtYRwh/9arADqyPDMVVB4ZO779EXgqL3QEBVJNhqAZANQBa+vPPJS2SEaUUhh5H9VkY6Qp9SYCu2nhDyqbv4lATjKefBFDk59yN0Ar6GjoaUbKIUfKJ4VpKbFvCXr5E98qVeeGtu3fH4l27YGllVQJSGfFfh6FthwxlL1cU46sutqiFgdH5ngCMpKb0oKQNHY3QDfsCAzFLyTHWzIAA9ClhsvkuNhY9qlZVcSmgACuRoHaTJpi/dSui37wpVURMgdJIEo34+PGhjq9GUiMAsUoxDi5GGCGOmIgIfKp28SIrkeB0WFiJ9Rfp69foW7eu1qcsSgsRU6A0kkQjjCjNKGpSwxb8yoeBfYGB6OjtjaHt2qGjtzf26XA82Agj/gt4fOsW7yZpuUyGsGfPilWOmIgI3AgOxpl9+9CrRg2kpaTAxs4O30yZAlYiAZBHtr798Ue07dlTVV65HLNGjUKMjs7hDInYyEgc/ecfLPrhB/yudDVBaZDNCCP+6/goNDUxERH4tHx5nifWklyBGmFEaYJMJsOXzZrh8c2bvGdWNjaY8/ffqN2kSZFrOpU1Gwq4enlh88WL8PDxydO25qvUXT09cSM4GEMFHPhtDA5G4yJw4KcJ0tevsWH+fBzdtg1ZmZkwNTdHjoAzyZKQzQgjPhQUtabGxOAplgD2BwbyHLDJZTKEv3plJDVGGAFg6uDBHKFR3GIP5DkYTE9NxeS+fbl3i2obJSYigkdoAGD92bPcxbKunp4qfbZ8pUqCV0u8evSoUMRB163qDQsXYtm0aSphQoQGAKxtbPSWywgjjCgcPvjtp6tnzyJg7lxeOMuyKO/nVwISGWFE6YFMJsOUAQNwcudOAMDMgACcCQ/HxuBgnJVKcejx47x7c5RQFNsocrkcW5ctE7z3SvleL3W4enpiZkAAty2lwIIJE3Dx+HG9ZNG0Va3YGlOUPTo8HL8NH84jNADwSefO+GriRJ5sozp3xqvHj/WSzQgjjCgcPujtp0tnz2Jiz57ISEtDjYYN8fTuXe6eoDLlyuH4q1ewMq6ajChFMLQxu6b0osPDMWXAANzPd4P+1cSJmLp0KS+N60FBGNa+PS888Nw5NBHY+tE2f8Wz7KwsrJ01K+9CQzVou02s2JbyqFABY7t2RciTJ2AlEqw5dgwtOnXSGFcZ0VIpOvr4qNgWMQyDn5YuhTQkBDtWr857xjBwKltW9II+4P/bTArZsrOyMLlvX6SnpsLUzAyrDh9GxRo1DPa9talr9WfGwxNGlDYU+enlIvF+U8RQON9r5OBANQAa0bEjZWVmUrRUSucOHqTWrq5UA6CpgweTXC4vaXGLFYb0yGr07qo/1OtOLpfTpsWLqSbLUg2AarEs7VVzZCVW32Lh21asEEwvOzub/OfOpQaWllTbxIRqAPR1q1aUnZ0tKmut/HSUf80cHenfEydEy7h3wwYu/5osS/5z51L827eUk5NDezdsEEyznrn5/2WWSHh1oA2ys7OpT926efkyDC2YOJEunz6tsd6SEhLon5UrqaOPD0+mgn7tPD15YbUkEsF+Ef/2LXXy9eW/L/C9dYFyfaqnpfysJsPQT4MG0Y41a+jXoUOpRr4zw8LmXxQwji//TRSF81xlfNCkpipAXzZrRmmpqSrPb128SLUlEqoB0L7AwBKSUhXF0YE1DXwlmZYC/5VBbNPixSqecZs5OlKt/Pao/vv122/p2f37tHf9esH6Vv8OS6ZOpZUzZlDf+vUF05s2ZAg1d3ZWCWtib09vo6M1yrx3wwZOxpoMwxGPGgB1rVyZlv/yC+0JCKCIsDB68/IlLf7pJ53JwbTBgyk5MTGvHQQHF6odpKel0RcNGvDymP711/Ts/n3atHjx/0kVw1AdU1Nx2RiGetWqJfhs+6pVvPopiIxlZmTQVy1aCBIbRZl16QtipLN9+fLUxsNDp29wZt8+kslkOstgaCgT4tJIuDShuOqtNI+XhZGtqEnNB7391NLNDUceP4a9oyPvnYB587Dil19gYWmJnTdvwq9GjSKXS0zVWxy+LGIiItBR4EZkhWpfFzV0ZFgYOvv6qt7mzbI4/PQpKuR7fdVV3a2pDj5UFbmy3C7u7rh27hy2LFmCSydPGiT9rl9+iRM7dhR403lBYFkWp9+80XqLp7yfH95GR2NKv355N9UbCIY+FfTq8WP0qllT6/ddPD3R7rPPQETY7e/PbTPVaNAA7+PiEBMervK++taY+sksTbh27hyGd+jAC7eysYGnry9ePHiQl4cW48G+wEDMHD5c63Iq0hWyXwIAp7JlUbl2bVwPDgbpOCYZoq9GhYejk4+P6mlVLdtoSUPfsVzXeiuufPSBPrIpy2VlZ2d0vqcOBampzrI4J9IR5HI5RnfpgiunT6O8nx+mLV+OyrVra/2hC9sIJy1ciNpNmuDRzZtYPGVKkR83D5g7Fyt+/ZUX3qprV5Tz8sK+9etFG6GirJY2Nrh47Bh2rl6NhHfveGmZmZujbc+ecHB2xh5/f1566nUw5a+/ULdZMzy8cQMLJkzgkaRVhw9DGhKCRZMmFShbUdsK6GqvsC8wEL+PGMGVydLaGhlpaaLp/7x8ORbml1MZlWvVwstHj3QiLuYWFpDJZMjNyeE9s3dyQlJ8PC9cH0KRkpSEqV9+KWiQa2Nvj9SkJF54u549UdbdHbvWrQOKuM2LHfc2MTFBbm6uVmk4li0Lvxo1ULl2bchyc7Fr3bq8iV4iwUx/f70XH0KLDE3oPXQoPH19YWFpyYUREW5duICLx49ztoLKqNm4MWo1aYIdq1bx6vqfq1cxqGlTfv4Mo/Lu/4MZnH7zBm5eXkW6OIt/+xZju3XDIwHXAh0+/xyzN26Erb29aPySXAC9fvoUPWvU4I3lp0JDDVZvWZmZ2BsQgPkTJqiEMyyLXbduoXq9eiW+eNbVgSdvXli6FF9PmGAkNcpQkJqqADZrGKzfx8WhW+XK3OCr7aRZUONQj/Pk7l30b9BAp4lJGyNMMSjnL8vNxYIJExB8+LD2CTAMegweDFcvL7x5+RJn9u4ttDbAt1o1vH76tFBpKGTrPmgQXL28EPbiBc7u28c96vXtt2jQogVuXryIw5s357/O4MclS9B14ECQXA55/k+b/8tyc5GVmYlzBw5g85IleYM9w6DtZ5+hduPGkJia4uGNGzizdy8ng0eFCsjNyUGswMkglmXhU6UKXj97JjihXz51CrOU7mtRTJqhL17gs6pVed9AsE4ZBv3HjIG3nx+kISHYuXatyiTcvGNHniFsYQiFmBHxxuBgSENCBMsD5PchkWdieBcXh41LluB9XBwcnJ3xw9y5MDMzE31fTDspNKEzLIt/rl5FWVdXAICpmRnsnZ1hamrKS1NbbUxBUK+Dn5cvR3JCAlb+9hvvXUtra5iam0Oem5vXPmUy5GRnQ5ZPZiytrZGRng4QgWFZ/Lp6NfqPHi2Yj6KuhcI79+uH2WPH4ui2bTwZWIkEtvb2HClmGAbNO3aEZ4UKiI2Kwnm1MYZhGGy/dg0Va9RAfFwcIkND4V25suiiIOHdOyycOBFxGk67lXF1xY9//YX6LVtC+uoVN8bmZGdj0+LFWPnrryAinRZAmlDQoqmsuzue3r2Lk7t24eKxY4ILCTtHR7h6eeHlw4cgIjAMgxZdusCtfHnERUbi/JEjqvXMsjj87Bl8KlXi8pGYmCD48GEc3LQJie/fi8pbztMTcZGR2uWjp6ZeDE/v3sXMESPw5PZt3rOhP/2EYdOmISMtDeEvX8KzYkUkvX+P03v2YP38+SrvygA8A4ykRhnKpMaEYTS+K1Y8hmFAeS+oPxBcyXBxPrzqMqKYsPb4cbTs0kXjhC42aeoyMfEGcrX09CEUYtBqW1OEBOhCEIgIQ7t2xZ0rV1CpenU8un0bXwwfjq5ffAGfSpXgpmkVqEe9FRbREREIe/lSo2wAvw4K0uBUqVMHLx484MYZlmUxccECfPPDD4iLitK5roXCddUi6QpTMzNY2djAxNQU2VlZvDu9TM3MYG1nh0QlbbCTiwtSk5KQLeD7R2JiApmI5s2xTBnYOzkhJycHkaGhXHi1evXgUaECgLxxW/GD0v9fP32K5/fvc3FcvbzgUKYMEt+/521FFgWsbGyQnprKCy9I66sL/GrWhL2TE25fvMiFtenRA9UbNACQVzepyclIio+Hg5MTbB0cuPdSk5OR+P49TExN8eDaNZW6EoK286OR1AhAQWom9e+PZhq0HaHPn2PLkiXFKNn/wTAMJi5YAHtHR9y+dAlHt27lPrhgJ83XEFSvXx8A8OTOnTztS36c+i1bwsHZGUEHD/Ly8vD1Ra+vv0ZZd3ckJyQgPi4OTi4usHN0RHJCApZOncprbE06dEDSu3d4du8eL71vpkyBT5UqKmnZOzkBAJITErDkp59Ut5IYBh2/+AKndu/m1cHkRYtg5+iI2//+iyNbtnArjB5DhqBSzZq8tACg6aefIundOzy9e5cnm7OrK97HxPDCG7RsiSGTJ8PcwgIMy4LN/4n9HwCCDh3C1mXLkJmezktP00Ba75NPcO/KFY1bivqs+HWZmPRNSx8UNUEAgJ3r1+OXkSMRePw42nTpgu/69sXJfC0dy7KYGxCAfiJ5GrLetMHuwED8oqTJ1SSbENTrc8TPPyP02TOcVtIIKlBUtibqMkxfuRLxcXFY8/vvvHcr16kDL19fnDtwQKc8LKysBPtW76FDYefggJSkJCTFx8Pa1hYWVlbIzcnBwxs38PLhQ32LpYJGbdrAzNwcWZmZyEhLg4WlJUzNzJDw7h2iw8ORnJCgdVrO5crBycUF6ampKuTJ1csLRCSoubV1cICJqSkS3r7VKR9rOzukJiWpuBNwLFsWLMvifWwsL46ltTVMTEyQIrAdLAYbe3uwEglys7NViJWVjQ3MLCyQlZEhSKzMzM3BSiQq39XE1BRymUyQJLMSCW/rVA7gKYqO1HzQp5+SkpIoSiqlK0FBFCVghS10aqAmy9LY7t2psZ2d4OmAnjVqqJxcUZwGmdyvH/WuXVswztkDBwo8HaF84uN9XFzecUsdT4+I/a4HBWmsLzHZhOpH7KiqNunpUgf6yvbgxg3BkyA1AOpRrRo9uHGjwKPRF44do/6NGonWp6IOwl68EK0fXU7DfAwwxIklMdy5do2qW1rS+AEDKCIsjPwXLiRfQOXnJ5EI9vHiRtirV1SRYQotm1B9Hvz7b+H+HRxs4FIIy1DQeCDU5k/v3av7eKWhPNeDggTj7Pb358vGsrTq999pWIcOgnG6ValCk774QuW4e3MnJ42yDWjSpECZC11v69fTiV27ijyfmSNH0mCBU3j6/i4cOyYqm9h3ux4czJNry8qVxiPd6lCQmk0rV5Ify+YNLCxLuwQmFrHJJ/LNG5Vjq9pMWAU1Kl0GfrFG0NjWlhrb2go+69+oEed3QhcSokk2fSdnsfT0mfx0lU09fO64cZxvopoMw5HSWixLAfPm0cObN2nBpEk8strY1pa2LFuWN2CK1IGm+inKif6/gp3r1/MIjNjvahFN7toi6NgxauTiUmSy6bvIMCR0XZiIyfzi4UM6f/Qor88VVB5NdaDLuKzp18TenmaOGCE4/gstmgqz0NO13oojnxoMQ0NataJuVaoI1k8DS8sCCZcu301drlLlp2bevHnUsGFDsrGxobJly1LPnj3p2bNnKu/I5XKaOXMmubm5kYWFBbVu3ZoePXqk8k5mZiaNGzeOnJ2dycrKinr06EFSHTquolIqaLli0mdCNzQJEJJJrBHo07ELg9I8OWtLnhLevaPve/XSemCryTD0+NatAvMp6NmHDk2azuLIW4ggdKlVi6cNqcgwJaqpiQgLo9q2ttSpRg2evBVZ1mCylQYNoK7tXZPM+pTHEOPy5iVLaMHEiYJ9/9+TJzXmY+iFnj7lLI58dNGGG4JwKVCqSE2nTp1o06ZN9OjRI7p37x5169aNypcvT6lKzu8WLFhAtra2tG/fPnr48CH179+f3NzcKDk5mXtn9OjR5OHhQWfOnKE7d+5Q27ZtqU6dOpSbm6uVHIpK8THAismQmgVdoe9g8DFPsoWBmParib29ziuP/wJ2bdhQoKazKLF/61ZRrceuDRvITyLhwuo5OWk9PhgaMpmMBrVrR01cXammtTVHshSy9ahf36D5fYj929CLAkPE0UYbYkiNsz4o6XxKgtiVKlKjjri4OAJAFy5cIKI8LY2rqystWLCAeyczM5Ps7e1p3bp1RESUmJhIpqamtHPnTu6dyMhIYlmWTuYz6IIgRmpKy767LvivagiKAoZeeXzMuHr+fInbrQxo1UqjDFFSKR3fs4cqmZiQL0Ably4tNtmUsXX1avIFqIGzM/kC9GXbtvQmJIRWzp7NyX33+vUSkc0IzSgNmq/SjuImdqWa1Lx8+ZIA0MOHD4mIKCQkhADQnTt3VN777LPPaMiQIUREdO7cOQJA8fHxKu/Url2bZsyYIZhPZmYmJSUlcT+pVCpIav769dfCFMeIjwCGXnl8jFgzb16J261cCQpS2VpSEBohbdGymTPJF6Cq5ub0NiamWORTIDYqimrb2VF9JyfyBahT9eqUlJDAPf+qfXvyBai5h8d/7p65DwXGxWHpQqklNXK5nHr06EEtWrTgwi5fvkwAKDIyUuXdESNGUMeOHYmI6J9//iEzMzNeep9++imNHDlSMK+ZM2cSAN6vQv4gPKhdO/IF6LMGDUpMRW1E6UFJq5RLI6KkUgo+doy+bNtW3Bi3mOxWcnNzqa2fH/kCNKhtW4qSSulqcLBo3rm5udS4XDnyBWh0795656uP/dCIHj04TVETV1eKCAtTeR4RFkaVTU3JF6AVs2bpLZshUZJ2UgWhNMtmRPGg1JKasWPHkre3t4qBr4LUREVFqbw7fPhw6tSpExGJk5oOHTrQqFGjBPMS09R8260bERHFRUdTHXt78gVo0/Ll+hbJCCM+Suxcv55neDuiRw9at2CBit2KL0D/nj5d5PLsCAjg7HjexsZqFedKcDAn46WzZ3XOUx/7oTmTJ2ulCV4zfz75AlTJxETr8hQVStpOShNKs2xGFB9KJakZN24ceXp60uvXr1XCi2r7SR2KSrmoNLj9s3Yt+QJU29aWoiMi9CmWEUZ8dIiSSjWeJIqSSunS2bPUtVYt8gWomoUFxRWwxSO22tZmFZ6clES1bGzIF6Dfxo7VqSwDWrcmX4CaubtTZmam1vFCX7zQ2bfMhZMntbY5ys7OplYVKpAvQH2bN9epTIaENCyMfA3gQ6coECWVcoSmtMlmRPGiqEkNq6OjPowbNw779+9HUFAQKuS7oVagQoUKcHV1xZkzZ7iw7OxsXLhwAc2bNwcANGjQAKampirvREdH49GjR9w72qJOo0bc/weMHIl6TZsiNSUFs9UuAzPCiP8qDuR7cVYGEeHNq1cAADdPT3zSvj1W798PC0tLZGVmonejRkgXcdO+OzAQLb29MbhdO7QsXx6Lp0/H6+fPsXHZMrTKD2/l7Y3dgYGC8X8bPRppqamwc3DAr0uX6lQW/4MHYWZujtioKPw+bhyuBgcjWs2Ta3REBBce8uwZ5kyahM/q1+fVgVwm4+pAGdnZ2Vg7bx6GdunCeyYWx9TUFH9t3QoAuHPlCgL+/FNQNn2gXB4xSENDMWv8eLT384P6FS9iMhc37l27xvM4W1pkM+Ijgy4MaMyYMWRvb0/nz5+n6Oho7peens69s2DBArK3t6f9+/fTw4cPaeDAgYJHuj09Pens2bN0584dateunV5HutWZ3tP796lSvjr93JEjuhTNCCOKDIXRbBQGoS9fUs18rYg2K+TdgYHcO1988gllZWWpPBfSXoj9hPL498wZ7vnJ/fv1KtPODRt4WqeZ331HNy5epOWzZvG0AZp+X3XoQM8fPeK+w5GdO6lDlSo6lUkZP379ter7hdxiUd42FEtrd2AgVTU3p2oWFqJyl7Q2JDE+ntpUrMiTq6R9DxlRMihV208QMNYFQJs2beLeUTjfc3V1JXNzc2rVqhV3OkqBjIwMGjduHDk5OZGlpSV1796dwsPDtZZDU6XMmzKFU1EHHztm7DRGlCjE7AiK2r4gPS3t/47iGIYqKvISOWFElNd3R/fuzU06nWvWpEd37lD469c0adAg0Umzirm5KGl4lt/392/Zwi04+rVoofdJocjwcK1Jiy9AQz79lIKOHaMdAQGc/VBFhuHIQkWG4W3Z+AI08csvaef69VwcTfWmwNMHD3QmQmJ4dPeuIAm4kO/2IiM9nb7v3598ARUvx6N69eK+teL3dwnaGca/e0efeHmJfp+ta9aUmGxGlAxKFakpLdBUKWmpqVQv//il2ITxsVngf2zl+VgQGR7Om2B8Aeper57BJj8hyOVyGtWzJ5f23k2bCjxhpMD7t2+ptp0dbzLVpL24d+OGRg2Jcn/0BWjZzJl6l035KLjyr36+Dxn1n/IRdeU6CHn2jIZ26SIYZ+38+YJx9JVt9dy5JJPJtO6nx3bvpjpq30D5161OHV6dVjM3pzOHDqnIPOHLL7nnh3fs0K/CC4FnDx5QLVtb8kXecfzbly9TlFRKF06dokFKp/B2BgQUu2xGlByMpEYAmipFyDDSF6AxvXvTxmXLaOHUqR+VBX5pP1GgD+EqLpJmyHyU00p4/57WzJvH+TbR9mcIHzFJCQn0dadOXJq6tgex/lPDyopmT5xIq+fOFdT6KHsArsiyNKZPH2ru6SlKhPStcyGDU19AsK4LyufM4cN6fYc3oaF0/tQpihTYThQjd41cXDRuJUVJpXTqwAEa1r27xjYilr6fwFUNMpmMBuf70fEFaPnvv4tu8RuyL+Tk5NCSGTM4Wauam9Oty5dV3snNzaWBbdpwss2eOJGys7MLnbcRBaOkF8FGUiMATZUitlrStNIsqo9b1I2noBMFJd149SFcxUXS9M1HqE6V0/KFZs2Gpokp7NUrvcryNiaGTuzdSyN79qQqZmYqGgJNiJRK6VJQkMrkLNZ/+jZvTlXzt5lq29lRx+rVacinn9Lkr76iSYMG0dg+fahnw4bUoEwZLk6PevXo+379DE7glAmUn0RCa+bNoz8mTOBpmHo1bkxzJ0+mpTNm0MrZs+mvX3+lmePG0ahevURtZzSNB+lpaTSqXz9yB8gdIA+Goe1q7Uad3HWuUUNwe8sXoF/HjKF/1q2juZMnq7SZigxDS2fMoH/Wrfu/po9hqKaNDVUxM6Mu+SfVtKnTpIQEap1/MssXoDa+vrRo2jSVtmaovpCbm0sn9+/nbTf9MXGiYPz4d++oRfnyXJm71q5NG5cuLXbbs4JQ0vlrgq6ylYZFcFGTGoZIzVz+A0BycjLs7e2RlJQEOzs7lWfRERFo5e2tYmnPsiy+nTQJd69exZ0rV3jp/RMcjKZt2uglS3REBMJevoRPpUpw8/TkwncHBuKXkSMhl8vBsizmBgSg37BheuUhhJBnzzB74kT8e+oU75lXhQpwcXfHnStXQERgWRZz/P3Rf/jwAuU2FJ49fIjudeqonDphJRJcDAsTzS/89Wu08/PTKY4+iAgLQ5uKFUFqbSQ4JASePj6idbN55UrMnjiRi1evaVNkpKfj2YMHvDycypbFtxMnwsbODrMnToRcJgMrkWCuvz8+7dUL8yZPxv4tW1TiePj4oMeAASjj6gobW1tY2djA2tYWJJcjMyMDmRkZyEhPx9voaESEhSEyLAzS0FBEhYfz8q/VqBEOXL8OhmEE62BHYCB+UmqfiwICMHDYMOH+k/8N7BwccOPCBTx78AAhz54h4d07pCYng2VZmJmbo4yrK9y8vFCjXj3UbtQIHt7eGtMrzDeNjojAm1ev4O3nx6WTm5uL8ydO4N9Tp/A+Nhbx797hbXQ00lNTkZOTA3MLC1jb2sLNywvefn6o07gx4qKisPiXX1S+j1g/7f/pp7h09qxKmEQiwbWwMLgrlUVdthN792LcF1/oVL4GLVrgfWwswkNCIJfL4eLmhp6DB2PQmDEwMTXVqU6fPXiAPk2bIjMjQyW8Uo0aqFKrFo7u3KkSrs332R0YiOkjRnB9tZyHBxLfv0dWZibvXU3pPbx9G/0++QTZWVkq4V8MHYpxv/2Gwzt2YMmvv4IMNI7qOu4VNI6LpacpH33i6CObUNmLoi9qyk+oPOsWLcKYqVMF529D4IMmNX/++iusLC25gZthGDAMgwc3b+LU/v0gIjAMg859+6JukyZITkzEmrlzecc7u/Tti4YtW3LxldNS/D85MRHv4+LgXK4cHJycwDAMbl26hINbt3L5tOjYES5ubogKD8fVoCCVPBiGwa/LlsHByQlJCQl4FxuLMuXKwbFMGZV8EuPj8TYmBi5ubnAqU0YlPC46GtlZWbgaFIR7167pXG/uXl5wK18eWZmZeHT7Npf2sMmT0bprVzAMg/h37xATEQE3T0+UKVdORTaI1M37t28RLZXC3csLtg4OOLpzJ/Zu3Cg4wFWuUQP9RoyAb+XKiImMhKuHByLDw/HvqVP49+RJZKgNvAAwY/lytOjYEbFRUYgMC4OblxfKlCsHIoJcLgcR4W1MDCLfvIGbpyecypYF5Wkh8TYmBtFSKcqWK4eYyEhcO38e14KCkJGezstHIpHA3skJ8W/fcmHlPDwgl8uR+P49crKzta7rbUFBaNa2LQDhCVgR/uDmTVwLDsaWlSsBAHYODsjJzhaUT1HfZV1d4eHjA08fH3h4e8PNywu/jxunNRmMiohA4/LlVd5Xnpx3Bwbil1GjtJrotYG26T24fRurFixAp5490fXzz2FpZaV3nrpA7Pso48alS+jdsqXgsz3BwWiuYVEkNJkAQOWaNREXHY3E9+95cZq0bo0a9eujcs2aqN2oESrVqAGWZbnnun6jzStW4A8dXF1UrFYNNevXh6W1NXKysxH/9i3MzM2RmZGB0BcvEB4SonVagOaF44bFizH/xx+1SodhGAS9eoXyvr4lQgIYhsEP8+ahdsOGeHDrFpb88guX3tRFi9Cqc2cc3LoVAYsWcfPCyKlT8fmQIbB3dMSZgwcx87vveHEObNmC9X/+yS1Ci4KgBC5dinmTJ/PCew0ejB/mzoV7+fJFQrgYhkHNBg1ARAh7+RLJyckIA4ykRhkKUlPP2RmS/MlVMYkp/i+Ty/M6vNJAACJkZ2fzVgVA3qAuMTHJW4UzDBT+HuREkMtkPCJkhBEA0LlvX5zctw8opHZp0/LlmDNxIliWReDx4/ikQwekp6YiNSUFLMvCwtISFlZWMDMz42lf9m3ejJ+++YaXpthEMuuHHxCwZAkvXHly1mai1wUFpRcZHo7uTZogJycHCe/fw9nFBfPXrEG9Jk1UtCAlASJC3zZt8OzRIyTGx/OeX371Cj4VK2pMQ4yEFGb1rMs3uhocjMHt2vHCfSpXRtiLF4JxTExMYGFlhdTkZI1pKzDixx9Rq1EjTBwwQKfyiMmmCaZmZiqLjLpNm6JWgwYwt7SEuYUFLNT+TU1OxuyJE3np9B85Ep9+9hmcypZFwvv3iI2MhKePDyLfvME/a9dyi7/ihr519kmHDhg/cyYafPIJYiIjEfbyJWS5udi4dCkunDghnh/LolKNGnjx6BFHrGasWIHPv/4a+zdvxh/jx2ulrZLLZNgREIC18+aJ5iUHjKRGHZq2n7SBYjDw9PHB7sBAnvaGYRhUr1cPCe/eCar2NaFWw4aoWK0aDuY749IG5X19kZKUhASBFZsYVu3di8atWoGIEBsZiYjQUHj4+MDFzQ2xkZHo3bgxr0zTFi/G8wcPsH/zZq3zGT5lCtw8PfHk3j3s27yZm7w79ekDF1dXbF29mhfH2cUFX48fj+zMTKyeNw8kl4NhWQwaMwZx0dE4vX8/L07rzp3Rtnt3REmleSuWfIZf1s0NcVFRgrK5e3sjPTVVcKUrhnY9eqDbF18gSirFkt9+42T7ZfFimFtZ4bfRo3lxJs2ejbpNmuDbzp0FB+t/T50qtGaDiDB9xAjsDgyErb09/A8dglwuL3BlFHT0KCYMHIj01FSVcLFB8eqFC+jXrh1Pa8CwLG68eVMiBCItNRU9P/kEKUlJOHr9OnYEBmLhL78AgMrWWEnh4pkzGNixI/c3y7Iq9ffV6NFYsHZtgemIkRBDa8bE8hYjT+rtt32PHnh0+zaipVLBtKrXrYun9++LagZ1LY+YbDsvXsSAli15bVUMFatVg1wmQ1ZmJtLT0pCZkYGc7GzIcnO1il/a4OziAksrK7AsC4Zl8/5lGLAsi8zMTESEhorGNTE1RW5ODi/c1t4eKUlJ3N8u7u7IzMhAckKCTrK5uLvD1t4eWRkZiAgL0ypOjfr1UcbFBedPnkQojKRGBYUlNeo4smMHJn75pU5xvpkwAZtXrlS1y9DQsQePGYOQZ89wWW1PviC4e3khSmBwKcgOSJeVIcMw8K5USXTFpiv+PnUKLfMnAfWBXGyFoVwe5TiuHh74e/lyzJk0SScZynl6IlbAC6tYPm6engWumjUN1obQbGRnZ+Or9u1x69Kl/+cvooomIqydPz/P3oAIPpUqIfz1a40TSVJiIprlE2iFWljR/cv7+uKqjlsKhsLimTOx9s8/cezGDchyc9FJzQOwkN1KcaJ7kyZ4cOcOZLm5GDZ+PEb/+CPCXr3CmcOHEbB0KViJBLekUpRzc9M7D0NrxoSgS/uVyWTwX7gQf+WTS2X8ExyM8JAQjcRF1/KIyaYePmvVKsRERmL1nDm8NNzLl0eHnj0BImxbs0YrMlShcmWEiox7rTp3hrOLCw5u2/b/hdno0WjWrh3ev32LmWPH8haO3/32G1bPns0Ln/jHH5DLZFgxaxbv2aCxY/HPmjW83YAa9eujVadO3Da7Yqs9Iy0NR3fuRHJiIpQSQo169ZCRloawV68gl8n45enUCU4uLshIS0NqcjIsra1hYWkJIkJEaCju37hRYH1p8yFUrwAARpxJREFUAysbG94iCwCq16sHU1NTdP7iC4z68cciIzUf3eknfSB24iNw6VJ6+fix6Akj9VMYQsc0lX1cCJ5WYlk6smsXXTh5UjAfIR8g2p7YEvOxISS3kGwVGYa+6tCBOtesKVg/nzdpovNdM/rcASMoG8vS4e3bKejYMYPWm67f1NAQdLrGsnQlKIhyc3O527aVj/7+Ono0ZWVlFSjb/OnTyYNhyB2gL9q1I2lYGG1eu5Y7zXP1woUiKZMmPH7wgCpaWdGQHj1oVL9+5CWRcPIo/y4b4Li7Prh99SonQ6f69VXunMrOzqbmfn7kDlC3Jk30dihYnNCl/WpzutKQfUEsPW3G0YJ+86ZMoa2rVwv27QNbt2o8TabLOKopXNs4yr6tlH0mERFlZmRQvxYtyBegFuXL08Nbt3iyndXDVYHYt75+8aLg2Lto2jQa2rWraD6a6sB4pFsAhq6Ugjqvpg+ka8cubIPXxrOptmVWl1ssH031o49sho5j6HorauKiCZpcElRVOq6tIMT/rF2rVboJ8fHkbWZG7gDVKluWYqKiuGdfdetG7gA18/UtqmIJYqu/vyCBEfqFvHhRrLIR5R15b+LjQ+4A+VlbC8rw6N49jiju27at2GUsahTF2GMIqMv19/LldHLfPhrRo4fOBKUwl21qS8R0jbN+8WJOlu3+/kSU53do/IAB5AtQHXt7ev7okahMhlzQ6TMvaCqnkdQIoCgqpThX6IVt8EUJXVcl+spm6DglXW+GgtgqtJrAVQRCDtfEMKJPH44gBOe72lfgxZMn3MR86vDhoigWD5FSKY+4eDAMBZ08Sds3bOBpbL757DOt74YzBLZv2EDu+XXiDtCPI0aIvjtm4EByB6iyrS3du3mT5/vnQ0dp7UOGJCilkbz9OX16nmaEYWjrmjU0YeBA8gWoiqkpXT53TmNcQy/o9JkXxGAkNQIoqkoprZ23tMBYP8UDoYHiktJlkNqqlBU4e/QoNznPmzZN8J3vBg0id4Dqe3gUyzZKwNKlGreZIqVSuhwcTKsWLuSe/TZhQpHLpcjbk2VV5PKSSESJSkZGBvmYm6u878myPMd8RhQPPkQNrRDkcjn9Ono0r89PHTpUq/glvRAWg5HUCKCoK8UIIwwFIa+92kAreywtVqBb1q1TmWy3+vtThFRKF4OCKEIpbsSbN5x2pKi3UdJSU6memxuP0IgRh4716nHvrF+2TO861RanDh/W2a5nxoQJWpfHiKJHaSMo+iIiLIyvoS1CL/jFASOpEYCR1BjxIWD7hg3cit8QK3ddV6CCWzwsS84MQ44AObMsbVFKY9qYMeQOUDUHB720NdqSjV/GjeO2mzzy68dLIqHAlStp7fLldOb4cRXC9fDOHW57TBGvqLQhaamp1LlBA40ERSaTkUwmU4kXdOJEqTBwLmrCZ0TxQszGzhD3xJUUjKRGAEZSY0Rph65bGNpClxXoinnzBCdaZ4Ac839lJBKOQLyNjaUKFhbkDtC0MWN0mhy1JXCXgoI4Of6YMoXbZoqUSqlbq1acXE4Mo0K4fhk3jrxMTIpUG5KVlUWDOnfmkScviYS2b9hAly9epAHdu5OvkxP16dRJhfhFSqUqxKskNDWGJtFGlDwKY8RcWmEkNQJQVMqzJ0+MqxIjSiWUJ++SWLlHSqVU0cqKl7+bEqFR/P5VkmnRb7/pbBuiLYFLSU6mhl5e5A5QXVdXFcPfc6dP8+RyZlmOcCUlJlJ1J6ciq9Pc3Fwa3b8/R2Yae3vTm9BQjnBtXr+eJ1/wmTMqaWwLCFCR69tevQotl7aIlEo5rZdx++vjQmk0Yi4MjKRGAIpKcS9CNbQRRhQGF06fFpyAXz59WuR55+TkUJeGDckdoIpWVv9fvUskVEZtYlbW1BDlnYTSVRtSkNGvAj+NGsX111fPnnHhcrmcWtSpwyMN6oRrqxppUJRJm4lbbFsmUiqlf8+d4wylPRiGKpib06N797h3IqRScsrfslP+taxTh7dNd+H0aa6+vSQSunP9eoGyFRapKSn0dY8epWL7y4iiwcdiI0RkJDWCUFSKq3FVYkQpRG5urqBdhjtAnRs2pIyMjCLNf+akSdwE/eDOHW6L57yANiRwzRqVuLpqmA7u3EnepqaCcaZ/9x2lpaZSpFSqshW2auFClTTOnTolSGgcAXqp5htm2Oefq+RR28WF3sbGaqyP9UuXcltDHixLK+bNo+zsbJXtGuXfoV27VOJfDAoSle/YwYO8/NYsWsSl1dzPj1JTUjTKpw8UJG3VggXka2kpWP8eDGMcE40odTCSGgEIkRrjqsSI0oKfx47l2uTXPXrQgunT6ccRI7jtgYZeXvQuLk6vtAsyBN23bRuX90o1b6QrFy8mR4DKmZuTE8uSI0A927dX2QYS2kpyB3iaULlcTmv//JN73ql+ffJU+JZRsi1R3zJqW7MmT+ZhAwZQGYmEs6VRJg3bNm7k5Ttp6FByB8gvf3utY716lCwwQMpkMlq5YIHohC8UvuCXX3jpnD9zRnBrrGOzZtSlRQvB76Aglu4A/TBsmOA7+mL7hg08+as6ONDXPXrwwi+ePWvQvI3470HTmKOPYbqR1AhAiNR4MAy9ef26pEUz4j+MzMxM+mH4cK5NLpszR+X5xTNnqHy+sWtFKyv6Z/16+vfcOa0HhK3+/hwxUt9ylb55Q7+MG8dNaqP79+fF7/3pp+QIUHl7e/r1hx+4CXpTvsdSBYSc37kD1LdtW7p19SpdPHOGJn7zDRf+24QJlJuby2mEIsLD6eTBg1S7XLkCt4vS09OpnJkZOQJUz9eXwl6/5mRzMTWltg0a8Mohl8tp06pV5GNuzhGp3i1bUsiLF9wAe//WLeraqJEgcdH0E1oYdW3ZkkdqXM3NadEff5AjoLJ9pyzjd19+yaW7dPZsg0wM0rAwQblfPHnCpXV03z6q5+6e186srSkiPLzAdIsDxpNZHx7Ujc+3rFtHcTEx9PLpU5o7bZpeJxGNpEYAnE2N2ory6x49ily1b4QqSvNAZegVhibcu3mT2tWqxXXyz1u14h37JSI6efAgTxPiwTC0LSBAY/pC20IeDEObVq2isUqTpztAdd3ceP0gPT2dXExNyRGg7X//TdFRUVTWxIQcAapfsSLPNkRBUJ49ekTf9OwpSgJ+GD6cLgcH09ULF+jkwYO0ee1a+nnsWBXfMpqIw84tWziisGPzZiLKswlqVLkyF/5cxA7p2aNH9HmrVhpJip+1NU974cEwgoRHaAs7IT6e0x5tXLeOzp06RR2bNiVHgCo6O5OLqSmtWbpU9LspjI+V896idLWFphNLym00IyODZv3wA8/JnxgZS01JodouLuQOUCUbGwo6caLY7qYS6lvGk1kfHsS0tmI/bU1AjKRGAMqnny4HB9Ouv/8m3/yjqH3btqWXT58Wy0Rbmid0TdBH7pIeqHQlKJpkK0huTUalyuE5OTl04cwZ7u6kBvkne3wtLDTeVeS/ZIngoDB+yBDavXkz3bt5k2Kioig9PZ1ycnJo1YIFnIZHm58ny/JkD8q3pylrYsKRrW+++ELQIFcdcrlc9Hi4UN5ta9SgcYMH0+a1aws85tysRg1yBKhxlSoq22D7d+3iZJs5daqobER5NjNi8nibmfEGZm8zM+rdsiWN7tdPxahXqP1OHDmSHAGq7e3N1VtSUhK1bdCAHAFys7SkT2rV4jkzVCAsJERQrvoeHtShdm1Bono5OJiWzJol6JtHl8nk/q1bKhq33i1b0qFduyg9LU1jfRYGyn3Lg2Vp6ujRtGrhQp78nhKJigapuMZSbft2cedv6DiFRXZ2Nv0m4FBS8atkbS0YfvLQoQLTNpIaAQhVypXz56myrS1vgNV2wtIVRTGhG7LDicXRdmWojK3+/v8fqBiGxgwYQL9PmsQfqFi20AOVUBzl/D1ZllYvXEipKSkkl8t55Vk6ezbt3LSJPwkwDA3s2JEGduwoOJEsmD6d/lm/nqaNGcNt8XiwLP0xZQpdDg6m3ydP5mxFPBiGujVuTDWcnckdoNbVqtHyOXPIL7+jr1qwQGMZxYxxFStrXX6V1Nq84qe+cp88Zgw5AtShSRMuTGEA68yyNLBHD71kPrx7N4W+ekUvnz2jt7GxlJOToxJPeStLnThI37zhiMu+nTtV4slkMmpdrx6nEdFHtjk//UQbV66kzWvXkv+SJbR64UK6FBSkIqOynxx1JCUlUTlzc3IEaPc//6g8exsXp6JNEnJmqEk2fX7VHB1pzaJFtHHVKtE6VcfK+fPJHaAKFhbUpkYNckee9mpwly60bM4cOr5/Pz26d0/QJkkXZGZm0saVK3UqT2VbWxrcpQt989lnRepQUYHNa9cK9u0/pkwR3dYlMtw4tnHVKp0XU/rOM/rK/O+5c7TV359aVK4s+M08JRKShoWJanHqubnRjcuXNeZT1KSGISLCB4bk5GTY29sjKSkJdnZ2XPi5Y8cwpHt3lXcZhkHvQYPg7uWFsFevcGzvXhARWJbFooAADBw2rMD8oiIiEPryJdw8PRH++jWO7duH7evXq7zDsiyuhYXBw8tLrzLtCAzETyNHQi6Xq8gmFq4uW4VKleDu6SmY1pgff4RftWp4fO8eNixbxqufeWvWIDYqCivmzuXi9B0yBBaWlrh15Qqe3L+vdTkcnZ3RoXt3mJqaYufGjYJyC8mckpwM/7/+wrLZs6Fokn7VqiE9NRVRUqlgXizLQi6Xay2boVGtVi107dMHYBj8NXMmF77Q3x+DR44UjRcVEYEm3t6CsnuWL4+I8HCVMAsLC+57bFy5EnK5HBKJBAv9/dG6UydeWhKJBNfCwri6BYCqbm6Ii4nBsvXrMWT4cAAAEaFp9ep4+ewZGIbB/bAweJYvr7XMQvmIxQ179Qo+fn4q7w7q2RMnDh+GX5UquPbkCViWVYl39uRJ9OvSBQCw/8wZtOnQweCyacJfc+di7q+/wt7BAa/evYNEIlF5fuv6dXRs2lQlTCKR4F5YGDzy8xWSjWEYfPPddwCATatWaS3P9lOn0LpjRy5doTpVh0wmQ7927XDt4kWV/CvXqIGo8HCkJCdz4faOjijj4gI7Bwc4ODrC1t4eubm5yEhPh4OTE+wdHGBiagqJRIKE9+/xLi4OuTk5kIaGIjwsDLLcXEEZ7B0ckJSYqHU5GYbBooAAePr4ICM9HfHv3qFStWrwqVgREhMTmOT/YqOjIQ0NhW+VKirjrmJ88fHzQ1JCAi6eOYMzhw+r1EFBqFqrFipVq4a0lBQEnzyp05yxZd06TB87lhvHyleogOSkJCTGx/PerVa7NvyqVkVaaiqCT5wAEYFhGDRr0wZ29vY4efCgyvssy+JaaCg88vup0FgasHQp/vjhB1GZC4qjgHPZsmj56ac4smsXZDIZN+Yo0toRGIipo0ZBJpOBZVk4lSmDd3FxkEgkGPPTT2jZvj18q1Thtc/nT5+iavXqvPnbUPigSU0zPz+YSCTch8hIT0d0RIROabl6eMDc3By5ubnIzcnhOi0AyOVyJCUmIiUpSau0JBIJ7BwcYGllBZlMhtzcXJiYmKgM1rzqJoJMJsPb2FheegzD8N8HYGNnBzNzc2RnZSFVaVCysrYGAKSnpWklb2EgMTERHcTEwEokABFvgC8NTZBhGDAsC7lMxntmaWWFjPR0rdPSZkJVGRAkEjRt1Qq3r1xBVlYW790j16+jfuPGAIQnM+W01AceAIiKjETN/Hdfvn0L5zJluGfrli/H9IkTwbIsJk+fjumzZ2sls1A+uuDd27eo5uYGmUyGrQcOoFuvXrx3iAjdWrXCtUuXULtePZy/c6dYZAOAlJQU1PTwQEpKCiZPn45f587lvfNvcDB6tmvHCz8cHIwWbdpoJZvQs0affIK2NWoYjKTduX4dPdTIFwC06dQJSYmJuHv9Ohfm7esLW3t7ZGVm4v3bt4h/9457ZmNnB3Nzc2SkpwuOMVbW1rxwhdwXTp1SKeevf/4JS2trHNq+HVcvXNC5TOpgWRZs/lygy7ikz8LIr2pVmJqZ5Y0Zar+U5GSEvnypq/g6QSKRwMHJCQzL4p3SvGFlY4Oc7GzkZGfz4jg4OsLOwQE5OTkqc6S1jQ2yReI0bN4cVtbWyMrMRGZGBiytrGBuYQGGYbh3srKykJGeDksrK5iYmODF48eIjY5WScfd0xNl3dxgamqK+HfvEPLiBaIBI6lRhoLU/DxuHCzMzQHkTUqpKSnY5u/Pe792gwYaG5uNnZ0KOSjr6oqszEwki6wuKlSqpLHhWlhaIjMjg/u7Q/fuqFW/Pve3olEQEUKeP8f5kyeRrCVx0hfl3N3hXKYMnjx4wHvm6OyMhPfveeHVateGd8WKOHXwoArxYBgG30+fjtcvXnCaL4Zh0Ll3bziXLYu716/j8b17BpG7c+/evPxZlsXslSuRmZmJOVOm8J6t3rEDD27fhv/ixZymaMKvv+Kz/v1hZm6OE/v3Y960adyzBevWYdCIEaIr/kNXr+Kzpk1VyRjLYsC33+LujRt49vAhT+49wcForjSxCUGdoBzftw8j+vY1SFrKmDVtGpYvXAi/KlVw49kzlWdJiYmo7u6OjIwMOJcti6dRUTAxMdErH20RGRGBKWPG4NTRo/Dy9sa90FCVgVIZ169cQZdPPgEArP77b7Rq357TghSFbAqsWLQIv0+dColEgoi0NJjnjzPq5agj0F6UNTXayKYPUdUFl4OD0U+AfBkSfwUGou+QIdizebOo3ELl1KS1FIJz2bKipEoMXj4+8PT2xrWLF3nj2Bdff43df//Ni9O6Uye8jYkR1FJ/2r07PH18QHnmGyAi5Obm4sGtW3h0966gDHUbNcK9mzd54Y1btMD7d+8QotYvAaC8ry/CX7/WupyGRrPWreHs4gJAdTGuQhnUwjMyMnD+5EmN6coBxKDoSM1HY1OjgNgevtgeoCYDPLHf5eBgXj4bli+npbNnU3VHR8E8Th8+zB17vRQURMf27aPPmjcXzcOTZenw7t2CJ2VaV6smapXeulo1jcaZQvVTkJt7TXYRQjYJQul5sixNGTlSUOZ/1q+nF0+eiMqgKX9dZSvomVh6urQrfR1BFtV9UbXKlydHgGZNmyb4/Pthwzi7kJNHjhQqr4KwZcMGcs73keMI0KRRowqMU7dCBY12K4ZGamoq+ZUpQ44AfdGli8Z31cszYcQIg8mhqf3qmo5Qf1T4+1H/fd2jh6iH4h7NmomOifrKrd631vz5p4rLAG1/TXx8NMpmiL6tsBu5cOYMN5YHnTxJ7WvVEpWroHFMU79Xj7Nl3Tq6cv485wFb/bf4998Fv/WfM2dS//bttY6j77gjZkPWonJlqufmRu7Ic8UiNn8bAh8dqSHSbcI6ceCA4EdYu3gxPX34UOPHFsrn3PHjoo1b6C4eX0tLmjdtGgWuWKFThwt58UL0rhdNE72Y3PrE0YTiIE/6ylYQxNLTlQjpA0OmRUQUGxNT4Amnu7ducY7vPu/YsVD5aUKEVKpCAISuaRCKo+6Qr6A4hYXCSaEjQM/z/b9oQoRUSk2qVSNHgFrUrl1sR6d1ga79UezZnRs3ioR4q/ctMSJ2dM8eunjmjN6yFaZve7Is1SxThktbffFYs0wZOrp3r17jmCEWjoYkT/qOO9q0KSOpEUBhrKe16TzaTrRi6fPYPcMIEhoPhqF7N2+KylZQuL4kQNu6KSyKgzyVFhhSbkOmNX3SJO7o8ZlTp0gqkmb7Ro04YnP7xo1C5ysEsesGNB0n1ydOYfDyxQuq4OhIjgA1qVpV63jBSldQnD15skhk04QIqVT0WLkCuvZHXTUbhkZpkU253tJSU2nC11/zF60MQ4/u3hWMo08+2qA4yJM+KOi7ebCskdSow9BHwopDS3HhzBlB7U1hr3b4EEnAhyjzhwiZTMZto9gDZAmQNcvSJoGB/rtvvlEhDUWxxXP/zh0eOdFGU6Ou3XFkGJK+eWNw+bZs2KCiFdJlK0kul3Nk6LO2bQ0umyYob4Hpsz2njxa0uPpwaZRN1/vRihKlYfGqax7Pnjwxkhp1FMU596LWUhSVvYQRRohB2YGdTT6psQTIRiJR0dgIEQdnljXoFo9MJqPPO3bkEZotGzbQ8+fPadf27aJapC0bNnB3Qyl+KxcvNphsROJ1cPPGDTofFCQqmzL+mjuXi1tU2i51CJI+gH6fOpWys7OLRYb/GoxjeeFgdL4nAEWl+K9cWdKi6ITiUtsaYURubi41rlqV0zxYKZEaS4AuKK0qi2OLZ+n8+RyRqeLqSsFnztD1K1eoRsWKnExWDCOoRSLKm7yVNSllTUzo1vXrBpNv7/btgnVgwzAaNVzKyMzMJA8rK3IE6Ou+fQ0mmyaIfTsnlqXW9erR1UuXCtyWMkJ3GMdy/WEkNQJQVIqTgVeTxQHj1osRxYHd27ZxE5yDGqHRRlPjCNDWwECDyHLt8mUVTcvf+fdcDRsyREUuIdnUMWXsWO7OqroVKlBiQkKh5UuIj6f6fn688hdUb0KY+9tvXPxXGq7K0MYGRhscO3RIkNS4W1mRez7BKq5TY/81GMdy/WAkNQJQVIqDgVeTRhhhKBhq0tIHaWlp1MDPj+r6+pIjQB52diqT89TJk3lxhLZ4XMzM6E1YmMa8Cipn/Pv33JFyTxsbalO/PmVlZVFycjI5WVrySI26FkkovYrOzuRhbc1pRMROG2nzDTIzM6l769Z59ZSfpoIE2OgoGxFRVlYWuVlaarTJKawNjAI5OTnc3VnKcld1cxMkOkV9aswII7SBkdQIQFEpjgxj7KRGlDooT1pODKNi/1EcZGfc0KHkbmnJaR8Uk7OzlRVZAtRK6f4nZURIpfRvcDA9e/KE6vj4kCNAVV1dKT09XfD9giZnaXg4df7kkzxCY21N5e3s6PWrV0REFLB2LVmzLI80WDFMgdqQfzZt4vJ0BGjJvHm8Og1YsaJA4iCTyWj4wIEcofGwtqY+nTrRv8HBdPPGDbLM33rSRTYiohWLFnEkIiY6mlfHuh5rF4Pi6LkTw9CpY8fo3+BgipBKSSaT0aI//ijWU2NGGKEtjKRGAIpKKWtqSqEhISUtjhFGcIiQSslJYCvH18mJOjVvztmEFNV2wM4tW8gRoHkzZnB5WwLk5uhIp06c4OxDMjIyNKbz+tUrcs/XOLRp0IDC37xRIQ4vnz/n+Y9xYhhaOn8+BZ0+TUvmzeM9P7B7NxHlnRRqXLs2Na1bV3D7SZvBbuZPPwlO2nV8fMjHwYFvY8IwdOTAAe6m7QiplEZ8+SVHKio4OVHbBg0oJSWFy8PVwYEn39HDhwuUTS6XUzV3d3IEaHDv3ly9RUZE0Dd9+xqEbEjDw8nF1JQcAfp1yhTec7EtxUWzZhW7H52S1FoaUfpgJDUCUN5+6taqFTdQGWFESWPB778LTlrFsR1weN8+crOwoI7NmqkQChuAJowdS1lZWeRia0uWAP0xY0aB6V04d06QuLRt2JBc82+v1vbnpKRVvX7tGlkC5FW2LFkC9Psvv9Dvv/zCEYcd27YVKJtcLqdvv/hCJxkcAarp5UW9P/1UpVzlzM2pnq8vxcbEcOm/eP6ck+fTVq04TVfdatW0IgWH9u7llV99e0/5mVTpdnttyt4w/4bwuhUqiI5/QluKjgB91bs3JcTHFwvZMNRWmxEfD4ykRgCKSlEYwq1ZurSkRTLCCFqev+0gNGk1EDBEdQTo9PHjhc43NzeXVi5eTE4MQwN79OAREQclDcOIr78mS4C8y5XTKu0l8+bpRFx6tmtHVV1dNWojfp4yhcra2JAlQBU9PCg9PZ2ysrLIx9WVLAFq27y5VrKdP3tWMJ8VixbxtBRODKNiM6P+e3j/vkraQwYOJEuAfFxdKSkpidyUtDb3790rUDbpmzeC+bRv3JimTZjAIxsLZ83SqswZGRnUv1s3rkyP1ORWh2JL8fHDh1RF6btUdHYucrIheExeicgbNTj/TRhJjQAUlbJm6VJyBMjNwoJePHtW0mIZ8R9Fbm4ufT98ODdwN6pShZu0FL5YxLYDKpcrR5cvXCAi8UFeLFwul9OB3bupYaVK5Ig8raUYebpw7hwRER07coSbnK9duVJg2cSODNfy9lbRCDkxDLWqV0/lniYhrZRcLqdqFSqQo4UFWQIUmH8Sioho9syZ3BZUZmZmgbKJ1eln7drR4F69VLb6fvzuO1r111/UpkEDjYSLKM/WxtnamiwB+mnSJCIi+nXqVLIEyNbUlH756Se96+2P6dMpPT2dIxuKo+6OAG3/+2/R9ORyOV04d47T0DgC9JvAtpMmvI2Lo0ZVqghujxaFEXHg2rWCdeAskagQX6MG578FI6kRgKJSEhMTOYdeHZo0oZycHIPloc8qwtArD+NKRjN0JQFFkf+po0epafXq3AD947hxJJfLuUlLWQbl7QD17YhWdesK2tuoq+//Dgigq5cu0c8TJ3IebLXRoCjkyMzM5LQkAz7/XKsyCmk9vvr8c+rYrBlV9/CgSi4uVNvbm3p/+ilNHT+eTh8/ThvXruUROyKiRw8fcqSqVqVKKn02KiqKbCQSsgRojZY+qJTr1Jll6avPP6fen35Kvk5OvHooZ2ZGjatWLXBCP3H0KCfjzXwnehEREWRrYsJpuQra8hYjXI4A+Tg40KjBg2nLhg308N49+vWHH8gReb53gs+c4dJIS0ujq5cu0bIFC7hTThWdnckRedtoyvY/2iIxIYFa1atXILErLP7ZtIk7eq/Nz5ll6U1oaKHyLM3jZWmWzZDQppxGUiMA5UqRhoeTt709OSLPi6YhGo4++8CG3jsu7XvRxUX6xOKI1U/gmjUa681QMqxbsUJlm8eJYTj/KwWlpSA78fHx9GnTpqIDvdAEXNBv2cKFtHbpUm6idwBoyrhxKjJ8O2gQZyOSm5tboMzKxEGZoOhSVgV++/lnjjDs2bmTF+er/v3JEqDalStrlYdYPkREycnJ9CY0lN6EhlJsTAxHRAoqT4eWLckSoOq+vir2M8O++oqT/dLFiwXKJZRPyMuXNOeXX6htgwYqpKecmVleO2JZqu7hQV62ttwzDysratuggUp7m/Ldd1rXjzqk4eG8LUpHgGb8+KNWZE1T/3n2+DF1at6cS7O8nR1XzjISCW1YvZr8V6wQbLuVXFxo49q1lJGRoXM/NfR4aUgSUhrGckOP10LPCiqnIs5T4zUJfKgzvR2bN/NYv3KF6vJxQkNCeOpZZ5ZV2XNXjiOTyejShQu8QcKZZemh0t67Lo2qoGOfujY2bfLTReOhbeNVIQHLlxeaKC6aPZtOHjlCC2fNEhyUFadB1LUKf/z8M50/e1ajDEIy5+bm0rIFC8hRKa8qrq6CthmFuVbgLx3sVpQnOk2r7bmzZpE1QPamppSWlqaS3+GDB7nJOejsWa1kFCMOusK7XDmyBKhJ3bqCE+jVy5c52WJjYwuVlyaIlSc9PZ3TyMz85ReVZ/fu3uVk+3bw4ELlQ0SUlJhI1y5fpm0bN9Kfs2dTTS8v3vdsXrMmtaxThxde2O0i5b6l/HOztKQebdrQt/360bwZM2jfzp106fx5unn1Kv08cSLXF5wYhn6bMoX27thByxcupMG9e3MnvhS/iSNHUm5uLq8ONGmxHJFnTiA2lovVsaGOyavXTWEWRnK5nA7t2WPwb6cr9CmPukuEVYsXcycmVVxWsCwN7d+fBvfuLTj2zv7lF/o3OJgCVq78/zdiGCOpUYc6qZGGhwt2jh+/+45+GDNG9IOq+xNpXrOmxlMdtb29qU39+ioTqqtSBxT61SpfnlorxSmok75/946+ETnV0bxmTRr42Wcc6dJUHn2Jw/KFC+nhvXv025QpKvYS/bp2pcmjR9PAHj0EG++owYPpj59/pq/79lWpn9re3lTezk7njl3QwGeoX9eWLemTWrVUwrzt7VW8sWr701d9L7bFM27oUEGy/OThwwIH8sa1a5MlQH169ODll56eTmXybUb69eqll8z64OjhwxwpOCliIC2Xy6l25cpkCdBYHS6UNBS2bd7Myfj40SPe8y7t2pElQI4WFpSVlWXQvJ88fFgs7U0BBdmQhofTknnzOG2Rrj/1duhiasod3xeDuhZrxeLF9HXfvuQiIIMTw9BP48bRpnXraN/OnXT25Em6cfUqPX/6lKKjomjZwoWCck0YMYJCQ0J0WgS+evFC8MTfiC+/pN+nTqUhffqIjuWKtKTh4XTyyBEVjZUhv50uC1dpeDhvka4oz6xp0+hrpfI4QtwlguLnVsB8p83PAShSUsMQEeEDQ3JyMuzt7dHpk09gamKCpMREPLp/X+v4LMsCAORyuUHkYRgGulajb6VKsHdwQE52NrIyM2FiaorEhATERkfrLJem8lSuVg3m5ubIzs5GdlYWzMzNYWpqCplMhsTERERHROiUlyFha2cHK2trkFwOef6PiCCTyZCelobc3NwSk00Txk2ZgjVLlqjUt0Qiwb2wMHh4euqV5tbAQEweNQoymQwSiQRL/P3x1bBhouGa4qSnp8PF1hZyuRyrAgIwdMQIXn5fDxyIPTt3wsLSErFJSTA1NdWvMrTE34GBGDt8OPf3mvXr8Y3S38rYsmkTRg8dCmtra0QnJsLExKRIZVNGi0aNcOfWLdSoWRM3Hz7kPT95/Dg+79YNALB19270+eILg+X9b3AwerZrxwsfM2kS/JcvN2h7E8L1y5fRpUWLQqfDsizuv3lToGyREREIffUKFfz8uHeDz5xBn44dee+WcXFB/Lt3hR6zXd3d4ebuDlMzM7x/+xYhL19yz2zt7JCWmqpzHt4VKoBhWYSFhPCesSwrmF6PPn3g4eUFhmHAMAwAcP9X/yk/u3f7NoJOneLSad+lCxo0bsw9T0lORkJ8PKysrREaEoIbly8jJTlZp/Log9r16+PBnTu88Ko1aiAiPBypKSlcGAFIBJCUlAQ7OzuDy/JBk5pv+vWDmakp0tPTcezAAd57LuXKIS42Vqe0GzdvDhDh5rVrICIwDINGzZqhvI8PXr98iTs3b/LitO/cGampqbhx+TIXp8knn8C7QgW8evECt69fF8zLzNwc2VlZvHBHJye4urvj2ePHXHr1GzdGRkYGnjx4oFN5GIaBnb09khITuTAbW1uVRqYOE1NT5Obk8MIrV6sGWzs7wfLUqlcPqcnJCBXo2M1bt8aVCxcE86rg54dO3bvDzMwMsdHReP3qFe7evClIaBiGwa9z58LR2Rk3Ll/Grq1bufoZNHQoWrZti6uXLmFLQADkcjlYlsV3U6age+/eSExIwIBu3Xjks2P37jh99CgvrzlLlqBx8+bo3Ly54GQSdOqUKNnQF0KDvKZwsWf+a9Zg0nffAQBCoqLg5ubGy+vgvn34sm9fAMCB48fRqUuXQsmuCREREahSvrxK3UskEjwNC4OnwMSXmZkJDycnZGRkYOuuXejTr1+RyaaMlJQUuDk4QC6X4/e5c/HT9Om8d+RyOepXr44Xz5+jbv36uHL7tsHyj4yIQB1v72Jrb+oQI1Wz/vwTjZs1Q7dWrVRkY1kWw7/7DgErV/LiHA4ORos2bXSWQagOgLwx1n/bNpiYmiI5KQnv4uKw8PffcSq/73pXqIDwsDBuPKhVty7ev3uHSKlUMB9TU1PkCIxxYvDw8kJmZibev32rdRwnZ2eULVcOKcnJiFJbPLISCTy8vGBhYZEXkLdrovLLyclBbk4OWIkEWVlZSEtJQWZmJi8fiUQCUzMzEBGyBJ4LwczcHHK5XHCcNzMzQ3Z2Ni/cwtISJJcjS2DOMjM3h0wmg0xp3JZIJBwpUx7Pi5rUfBTbT0TCRnmCfhJYlq5cvEhXLl4s0G5FfS9cG1sXbeI4MYyoGs9/+XIVr6cF7UVrKk9Bv/p+fjxVaxmJhG7duKGxnGKGlprqRz1O/27dOHV3GYlExW7FEaBOzZvT71OnajToFLNXEAvXto1oU1ZN+ZQ06teoQZYAtWzcWPSdtLQ07u6lLu3aFak8586c0fmOp9HDhpElQHWrVqXzQUFaXU9QWPivWcPJFpJ/nYMQAgMCuGsTjh0+bFDZdGlvUqnUoHWjT18wtD2Lej7KpwTr+PjQ8cOH6eCePdSmfn3u+fKFCwVPHIodq9f027B6NW1Zv17r8c2ZZWlInz4FbjEpZHt47x51aNKEHAFyNTenjevW8baS0tLSRO0Gdf0tW7iQ1q9aVejxWt3MQdcxUeWbsqzRpkYdYkfChCpU348jBkPFOX38eIEdQdf8ec/Wr6ddW7cK5qPY8xZLr6By6kIcxOK8fP6curRsyZPNmWU5D6uGJg66tpGikKEoERUVxU3MC+bM0fjul337cpNzVFRUkcn0S76PF11uvA5/80blfWuWpU1FfGqkVr4tjyYySJRnk6S4R6soZNOmvW3asIG7O8uQ+evTF/Q9HacJyvncvXWL6uVfzqr8c7e0pDMnTmhMQ2jSfvn8OQWfPi24oNO0QBUrq67ELi0tjQb17KlaHoah+n5+VE3kMlJHgMZ+842gM8MdmzfTd998o3E+McR4LfZ9tIUijvH0kwB0PedeVB+nMHEKs8LRpTza5KOrxqMw8qnjwrlzepE7Q+NDIi6asGjePG6yfVCAt9m9u3ZxpGbU0KFFog15+OABd5pImdAUNAlLpVKdiVBh8OD+fS6fFUuWFCibldpll0Upm1D+6peBWrOsQTU2xTEm6oJnjx8LLn4Kys/Qi1oiwxC78LAwnTUx/wYH66Ul16c8RQmjnxoBFHWlFBeKYoVTkvnog6JQX/9XIZfLqaqPD1kCVMXbu8A7ilJSUlQIhxXDGFTjkJ2dTU3r1ePSP3XiBF0IDtZq8j0fFKTzllVhoPCPYwlQZGRkqZJN2/y7tm9Pb9++LRYZihtiW0naLH4MvajVJx91iJVn47p19PjBA53NHIhK9zivDCOpEcDHQmqIio8ll2ZNxIfSGUs7FLdwWwI08ttvC3y/qLUhimsPrFmWOrdtq1PcotZGKCMuLo7zZNymadNSJZsQ3oSFCZKasjY21K1Dh4/ygt+PbfFTGFu+gtItreO8AkZSI4CPidQYkYcPoTOWZijuVOK0LlrYWRRG41CQkertW7c4omAJ0O1bt3Quk7LdiCVA9mZmWqWjqwFtnx49dNZWbdqwQaV89mZm9PLFC63yKyyWLl4s+N0czM3JEqAlixYVixzFjY9t8fMx2fLpAiOpEYCR1BhRGmHo0yi64J8tW3TWughpHKwYpkD5169bx9mUCBmpZmZmUoP8E1jOVlZa3TGlScYeHTuSnakpWSLv1uw3YWGi72syoFX/PjExMfT7L7/ora2SSqV09PBhjtw0rVdPq4s4C4Po6Ghuy3Dq5Ml0ITiYXr54QT06deLKbCOR0PGjR0usLRYlPraJ/mMrjzYwkhoBGEmNEaUNRXUaRRvk5ORQeRcXvbQu6hoHa5bVeBLq5YsXvDysGIZ279hBOTk5JJVKaciAAWQJkJOlJdmamAh65tUFb8LCqJy9Pbna25MlQPWrV6eEhASVd+RyOR0+cIAs1Qx4rRiGvhs5kr4dNIgjYlYMQ36enoL1pY99jPLprsnff1+oshaElo0bkyXy7qVSvrcrMzOTBvbpwytHcbdFI4woCEZSIwCVCy1LcHVshBFEwhoPS4AWzZtH2dnZRZp3eno6Ncq/EqEwGgf/NWs4DUAlLy9KTU3lvZeUlMRdvyD0c7G15ZGKtatWGaScipNarg4OZAlQ2+bN6cypU/T0yRNat3o1NapVSyNJ0eWnq11RdnY21fTz4+IfOnDAIGVWx6YNG7g8bt28yXuek5PDHdMvTHmMMKIoYSQ1AlBUypqVK0tsdWyEEQqI2aZYAuTu5ETbNm82KPlWpHXzxg3uniQrhqGvBw7ktC7aHJtWR8DatZzcrZs2VSFk7969o08aNhQsoxXDUDk7O8Hw8Hx/Q4bAmOHDyd7cnHdEXMWmREBT06tLF1G5J3//vYq2Sp96IyJ6/OgRl4aLrS3t2r7doEQiJjqa7M3MyBKg70ePFn0v6OzZQmueihrGheh/G0ZSIwBFpZSkrwgjjFBg+ZIlWmsBCku+1Y1nLQGyNTGhs6dPE1HehKHtsWl1yOVyGj5kCJdu4zp16PmzZxQZGUn1q1cnS4C8ypShWb/9xiMBZ0+fLvLJNCMjgz7v3l0wn7mzZlF8fLwgQRHTpA0ZOJA7KVSYelPAf/Vqvb+1pok+NTWVKnl5kSVAnmXKUGJiosZ0hMqqyUOyNjIYAjKZrES3aY0oHTCSGgEoKsWilK9IjPj4ce/uXRWbFMVkGrB2Le3Ytk1Qu2HNshT+5o3OeYlNWCeOHjVYedLS0rgtJgdzc7I3M6MyNjZkCVAFNzd6+uQJJ4uCBMTFxdGf8+cXy7aHNpoIIYKycf16lbrr9umnBj/6LOSUT5uj3pom+piYGBVfP3t27ixQDnU7KYXm7f3793rJoA8UBOnO7ds0Y/p0alynDk8m40L0vwkjqRGAJlKzcO7ckhbPiP8IXr18SU757vIb16lDb8LCeJOp2NZUNR8f2r51K4WFhmq9Oi4up28hr15x90Ip/7zKlqXe3brRiG++oXGjRlH/3r05AmTFMPRJw4bcxKjvNk5BECN2Y4YPp+1bt9LNGzfoxfPnFPLqFd28cYP27d5N0374gdumq+LtTQf27TO4XETi36d/796Unp6udXmsGIZGffstDfriC+6YtuK3af16rWRRELtVy5ZxRKuqjw9dvXxZpb3l5ubS0cOH9dZ6C2l3Nm3YoJKerYkJZ+Qt9DsfFKRVmXSFmObJuP1VsjCSGgEokxrlEw2Kf3f+809Ji2hECUCfwUrfge/cmTPcxO/u6Ch6YkhsEhbS3oiRgLS0NDp14gR1aNWqWFa6QhoHK5alSePGUa+uXalt8+bUtF496tGxI40eNoy2bd7Mld8Q2zgFQVkTYc2y9Gnr1lTF21u0bqt4e9Owr76i80FBReqYTtO3LmdvTwvnzqWbN25Q8LlzFPLqFe3avl2j4bXQT5/vfebUKe5IvDJxat6gAbk7Oormpc3JOUV5rViWvh08mMaNGqVTeSwBqletGl29fNmgZCNg7VoVtwNLFy8muVxu3P4qBTCSGgEoKsXT2ZkePniQN4iGh9OkceO4jn/syJGSFtOIYoQu/kkUWL9unUqchXPn0ssXL2jh3LmiaT15/Jj69+6tMigr7Fk0yaY8CQ8dPJg7xaM+0cyfPZtWLFlCf8yYQSO+/ppaNWnCTUhC21xFMSiX9DUA2kCIPCUmJtKd27fp4vnzFHT2LN27e5fi4uKKVS51m57h33xDZaytdZ7oa1SsSG2bNzfYd7h08aJoXmXztxfVfz07dyZpeDiv/6SlpdEGf3+dyjN7xgx6+/at4NaYLgRfG2zdvFkwXXWtV1EtCooKJa1hMlT+RlIjAEWlbNm0SSVcJvtfe/ceFVW5/gH8uwe5K3MkhIEGx1tHS5YmaAWSkqFoecsuWlZy5OdJDVQ8dQrkdxCzwEuYZnnBol/LTuRdjxcMjTAzO5qAoGYqCGiDnCjBCLnN8/vDw45hBpgZ9jCXns9ae4l79n73u+fZ77uffZ0mmv388+QKUE8XF9q5bZvRR+FSHu2zrpGfl6d7ZkEQKCkhgeZERmqdxXv04Ydp/COPUP+77zaqU4568UUa/dBD5ApQb29vMdH4R3y8QXVsvRM+mpXV5pG4l7s79fPzo1EPPkj/8+KLtCo5WfxNpwfvv5++v3DBrGdD9J1xsKXO39Jax7qyspJmtEqEm4ehAwdSSFCQ1lmFzRs2iOVIFYe2EtW777qL/jJzJs2YNk3vWSa5k5NW+3l4xAitXyhvPehL4FrXueX3U1JSQiFBQXoT/KvFxUatY8nVq/TM1KlGJ5CHDx40+vtsqSv6f0ufYZJy+ZzU6NH8peh7CqC+vl7rtefNDSRxyRK69MMP9O6aNVrBWbNqFRUWFNBXOTm06OWX23xTalsb7rtr1mjNs7HFezmsIXky5fKKKZ911bo2jy84e5Y+TEujiWPHGnR5x9Ch9Wn61ttRv1bJ0AebNhm8Tq3XQ1+9FXI5Hc3KEqerra2lR0NDyRV33h/T0Y8tSkWKx5zZ7zo6+9XWZTup4qBve3OXyWheVBSFjhhBvq3OHLoJgtHtyl0mo5KSEqPr3NZ308PRkUYOH05vJCbSx+np9H8ffkj5eXlaLx0sKyujrMOHaclrr4mXg91lMr33CO3asUNnvCvu3CuWtnEj1dfXG9W/NTQ00JtJSUbvM9r7TN/47KNH273nydz7kra2nZZJpzHlmTupEYiIYGOqq6shl8tRVVUFDw8Pnc8vX7qEIX/+syTL+vuSJZDJZFixfDmICIIgYH5MDLo5OuLwoUP4/vx5nXk8PT3Rw8MDJVeviuPmL1iAqJdegrePDzK2bsXfY2PF8lakpmLG88+DiKD+8UcUX7mCPv36QeHrCwDQaDR4NzUV76xeDQAQBAFvrlqFp2fMABGhXK3G1aIiqPr2hUKhAAAQEbZ/9hn+8frr4nKS3noLTz7zDHZu24bE+HhxfOLy5Rg7fjyulZVhR0YGtmdkiPX+6/z5eD4yEt27d8fuHTuwPDFRnG/J0qWYMm0a9uzcibeSksTxr8bH47FJk0AaDfbv3YvUlSvFz2JiYxEeEQGNRqM1NDU1gf779xdHjiA9LU2cZ8zYsejTpw/O5ufj1LffGhy7Xt7e+E9Fhc54+Z/+BBChqqrK4LK8vb1RoacsBwcHXLh6FUql0uCymn30wQeIeeklNDU1QebgAP/evVFSXAyZTIbk1asx9cknMWfWLBz78kt4eHjg6NdfY3BAgNHLMdW1a9dQdPky+g0YYNL6sd9du3YNg1QqaDQacZyh245UcWi5vTk4OODdTZsQGRUlfv7zzz+j6MoVlBQXo6qqCvm5uUjbsEGnnGlPP40nnnoK+Xl5SF2xAhqNRqc8Y+qs77vpiIuLCwSZDLW//aY1/i4vLzzw0EO4VV2Nr7/6SuxDxk2YgGFBQSjIz8fBf/1LHO/m5oaamhoAQI8ePXDr1i0Ad/rY6TNnImTkSJw8cQKfbt2K5l3lfQEBaGhowNWiIjQ0NOjU7cHgYHTr1g0njh8XlxO9aBEiHnsMgiDg88xMrHv7bfGz2FdfxeOTJ+Pg/v1IXbFCHB8SGoofr19HcVGR3u8gJDQU/ioVtv3zn1p978QpU8RpBEHQ+Xv/nj1Y8eab4jyvJSRg8hNPiNNV3LiBa2VlUPbuDfX163h3zRqcLyzUWb6rqyseCgmBs4sLDh88qLNfEAQBN8rLUVZSgt59+sBHoQARobGxEUPvv7/N/Xdn2XRS06NbNwiCIG5sLf81poEw2+Xq6oruPXqgqakJP1dWiuNVffrgrl69cObUKa3pBUHAnPnz4evri3OFhdj52WcgIshkMvzvsmWYGx2NXdu3Y8HcuVqd/6zZs/HJxx/jr5GROnXIzM7GqLAwk+rfsvP38vLCgnnzsPWjj3SmW/i3vyH5v0kts00dJRVdobPJRutEzFwJ15r16+Ehl+O9tWuNOpB5OCwMpNGgtrYWt6qrcfv2bchkMgiCgMbGRjQ2NqK+vh719fUAAE1TE+rq6tDY2Ghy3ZlxCMBtgJOalpqTmtRVq+Dm5gbg9yxUEATc/OUXLF2yBC1XTRAEvBIXh9XJyTrj31y5EoIgIP7VV9H667jb3x/Xy8p06jA4IABDhg1DRosMvrm8p2bMwPZPP9WZp2UCZo3c3d3FoxZz8vb2hsLXF2fz88VxMpms3US0b79+eo9YWiYU+jrYjnYkbXXK+sZ35mjbUESE5DfewPLERK3xUi+HWYatnf3qykRM33eTk52NCWPG6EwbEhqKE8eP64w39QDj4P79eGrSJIOnXxAbi4cfeQTPTJmi0/+Pf/xxHNq/3+g66DMrKgqRUVE4mpWFt5KSoNFoIJPJMH3mTFwtLsY3er6DR8LD8dwLLyBgyBBUVFSgpKgI//npJ2QfOYLjOTlG1yE8IgL9+vfHlo0bxeUvfu019B8wAHt370amCetaC/MlNRa9p+a9996jPn36kLOzMwUGBtKxY8cMms+Qa3JtXddt73qvoW8jbXk905h5iouK6OuvviI3Pdeqe7q46L2uPOvZZ2nbp5/qvaY5efx4vfOMDAqiRfPn630RWMtHHVuO//7ChTbrfeH8efo8M1Pvzbh/W7CgzZt0kxIS9F7Dbmu4x9+fIp97Tu/141P//rfJN01K+ZhxV9xrYgtPH7E/jq54TL+9Zetr953pD4xZzrfffCNJ/+8uk9HuHTvoow8+MLgfbe8G67bq3HLw8/Q0qP91EwSKCAvT+1MnLfsdfduB3vcsyWT0xOOP6y1r0/vvU+6ZM/Z5o3BGRgY5OjpSWloanT9/nhYuXEju7u5UYsCbVg290aitxtheI9X3WUc7MmPn0dsQSkslS57am8eUunX0mTHzrH/nHUpdubLdxmPKcrqSuTt5fvqIsd91VX9g6nKk6P9NXZ/W88RGR9NfZs7U+4SamyBQTnZ2m8vpaB9kzPfWXh9mt08/PfDAAzS31Q+zDRo0iF5//fUO5zX3l6KPKTsySydP7dXB2LpJWZ4hO21TlmNPrCWBY8wadFV/IOVypO5HjVnO4UOHjD7rQmR6v2PMvskun36qr6+Hm5sbtm/fjida3HW9cOFC5OXlIaeD634dPf1ky0y55m5r1+kB67hp0trZYlwZY5ZnDU/btVWWufff3SQv0QA//fQTmpqa4OPjozXex8cH5eXlOtPX1dWhrq5O/H91dbXZ62gpSqXS6A3JlHksLTIqCuEREbzTboctxpUxZnlKpRLrN2/WOXA0pD+Rst+xRB9mkaSmWctn6AGIz7m3lpycjKSkpK6qFusivNNmjDHz+KMeOMossVAvLy84ODjonJWpqKjQOXsDAHFxcaiqqhKHMj2PWDPGGGPsd0qlEqPCwv4wCQ1goaTGyckJQUFByMrK0hqflZWFkJAQnemdnZ3h4eGhNTDGGGOMtWSxy0+LFy/GCy+8gOHDhyM4OBibN29GaWkp5s6da6kqMcYYY8yGWSypmT59OiorK7Fs2TKo1WoEBATg4MGDUKlUlqoSY4wxxmyYTf9Mgj0+0s0YY4zZK3Pvvy1yTw1jjDHGmNQ4qWGMMcaYXeCkhjHGGGN2gZMaxhhjjNkFTmoYY4wxZhc4qWGMMcaYXeCkhjHGGGN2waI/aGmq5lfr2POvdTPGGGP2pnm/ba5X5NlkUlNZWQkA8Pf3t3BNGGOMMWasyspKyOVyycu1yaTG09MTAFBaWmqWL4UZp7q6Gv7+/igrK+M3PFsYx8J6cCysB8fCelRVVaF3797iflxqNpnUyGR3bgWSy+W8gVoR/gV168GxsB4cC+vBsbAezftxycs1S6mMMcYYY12MkxrGGGOM2QWbTGqcnZ2RmJgIZ2dnS1eFgeNhTTgW1oNjYT04FtbD3LEQyFzPVTHGGGOMdSGbPFPDGGOMMdYaJzWMMcYYswuc1DDGGGPMLnBSwxhjjDG7YDVJTXJyMkaMGIEePXrA29sbU6dOxcWLF7Wm+fXXXxEdHQ2lUglXV1fce++92LBhg9Y0YWFhEARBa5gxY0ZXrorNMyQWN27cQGRkJPz8/ODm5obx48fj0qVLWtPU1dUhJiYGXl5ecHd3x+TJk3Ht2rWuXBWbJ1UsuF1IY8OGDRgyZIj4Erfg4GAcOnRI/JyIsHTpUvj5+cHV1RVhYWE4d+6cVhncLqQhRSy4XUijo1js2rULERER8PLygiAIyMvL0ylDqnZhNUlNTk4OXn75ZZw8eRJZWVlobGzEuHHjUFNTI04TGxuLzMxMbN26FRcuXEBsbCxiYmKwd+9erbLmzJkDtVotDps2berq1bFpHcWCiDB16lQUFRVh7969yM3NhUqlQnh4uFa8Fi1ahN27dyMjIwPHjx/Hr7/+iokTJ6KpqclSq2ZzpIoFwO1CCkqlEikpKTh9+jROnz6NMWPGYMqUKeLOcuXKlUhNTcX69etx6tQpKBQKjB07Frdu3RLL4HYhDSliAXC7kEJHsaipqcHIkSORkpLSZhmStQuyUhUVFQSAcnJyxHGDBw+mZcuWaU0XGBhICQkJ4v9Hjx5NCxcu7Kpq/iG0jsXFixcJABUWForTNDY2kqenJ6WlpRER0c2bN8nR0ZEyMjLEaa5fv04ymYwyMzO7dgXsiCmxIOJ2YU49e/akLVu2kEajIYVCQSkpKeJnt2/fJrlcThs3biQibhfmZkwsiLhdmFNzLFoqLi4mAJSbm6s1Xsp2YTVnalqrqqoCAK0fvQoNDcW+fftw/fp1EBGys7Pxww8/ICIiQmveTz75BF5eXhg8eDBeeeUVncycGad1LOrq6gAALi4u4jQODg5wcnLC8ePHAQDfffcdGhoaMG7cOHEaPz8/BAQE4MSJE11VdbtjSiyacbuQVlNTEzIyMlBTU4Pg4GAUFxejvLxca5t3dnbG6NGjxW2e24V5mBKLZtwupNU6FoaQsl1Y5Q9aEhEWL16M0NBQBAQEiOPXrVuHOXPmQKlUolu3bpDJZNiyZQtCQ0PFaWbOnIm+fftCoVCgsLAQcXFxyM/PR1ZWliVWxebpi8WgQYOgUqkQFxeHTZs2wd3dHampqSgvL4darQYAlJeXw8nJCT179tQqz8fHB+Xl5V2+HvbA1FgA3C6kVFBQgODgYNy+fRvdu3fH7t27cd9994mdr4+Pj9b0Pj4+KCkpAcDtQmqdiQXA7UJKbcXCEFK2C6tMaqKjo3H27FmdI81169bh5MmT2LdvH1QqFY4dO4b58+fD19cX4eHhAO5cH20WEBCAe+65B8OHD8eZM2cQGBjYpethD/TFwtHRETt37kRUVBQ8PT3h4OCA8PBwTJgwocPyiAiCIJizynarM7HgdiGdgQMHIi8vDzdv3sTOnTsxa9Ys5OTkiJ+33r4N2ea5XZims7HgdiGdtmJhaGKjjyntwuouP8XExGDfvn3Izs6GUqkUx9fW1iI+Ph6pqamYNGkShgwZgujoaEyfPh2rV69us7zAwEA4OjrqPA3COtZWLAAgKChI3IDVajUyMzNRWVmJvn37AgAUCgXq6+vxyy+/aM1XUVGhc/TEOtaZWOjD7cJ0Tk5OGDBgAIYPH47k5GQMHToUa9euhUKhAACdI8uW2zy3C2l1Jhb6cLswXVuxMISU7cJqkhoiQnR0NHbt2oUvvvhCp0NuaGhAQ0MDZDLtKjs4OECj0bRZ7rlz59DQ0ABfX1+z1NsedRSLluRyOXr16oVLly7h9OnTmDJlCoA7O1pHR0et07hqtRqFhYUICQkx+zrYCylioQ+3C+kQEerq6sTLGC23+fr6euTk5IjbPLcL8zImFvpwu5BOcywMIWm7MOq2YjOaN28eyeVy+vLLL0mtVovDb7/9Jk4zevRoGjx4MGVnZ1NRURGlp6eTi4sLvf/++0REdPnyZUpKSqJTp05RcXExHThwgAYNGkTDhg2jxsZGS62azTEkFtu2baPs7Gy6cuUK7dmzh1QqFU2bNk2rnLlz55JSqaQjR47QmTNnaMyYMTR06FCOhRGkiAW3C+nExcXRsWPHqLi4mM6ePUvx8fEkk8no888/JyKilJQUksvltGvXLiooKKBnn32WfH19qbq6WiyD24U0OhsLbhfS6SgWlZWVlJubSwcOHCAAlJGRQbm5uaRWq8UypGoXVpPUANA7pKeni9Oo1WqKjIwkPz8/cnFxoYEDB9Lbb79NGo2GiIhKS0tp1KhR5OnpSU5OTtS/f39asGABVVZWWmitbJMhsVi7di0plUpydHSk3r17U0JCAtXV1WmVU1tbS9HR0eTp6Umurq40ceJEKi0t7eK1sW1SxILbhXRmz55NKpWKnJycqFevXvToo4+KHTcRkUajocTERFIoFOTs7EyjRo2igoICrTK4XUijs7HgdiGdjmKRnp6utx9LTEwUp5GqXQhERMad22GMMcYYsz5Wc08NY4wxxlhncFLDGGOMMbvASQ1jjDHG7AInNYwxxhizC5zUMMYYY8wucFLDGGOMMbvASQ1jjDHG7AInNYwxxhizC5zUMMYYY8wucFLDGGOMMbvASQ1jjDHG7AInNYwxxhizC/8PO1DMGnre4gIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "NameError",
     "evalue": "name 'FWHM_vals' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[10], line 85\u001b[0m\n\u001b[0;32m     83\u001b[0m peak_pos \u001b[38;5;241m=\u001b[39m [pos[i] \u001b[38;5;28;01mif\u001b[39;00m i \u001b[38;5;241m<\u001b[39m \u001b[38;5;28mlen\u001b[39m(pos) \u001b[38;5;28;01melse\u001b[39;00m np\u001b[38;5;241m.\u001b[39mnan \u001b[38;5;28;01mfor\u001b[39;00m pos \u001b[38;5;129;01min\u001b[39;00m peak_positions_vals]\n\u001b[0;32m     84\u001b[0m peak_err \u001b[38;5;241m=\u001b[39m [err[i] \u001b[38;5;28;01mif\u001b[39;00m i \u001b[38;5;241m<\u001b[39m \u001b[38;5;28mlen\u001b[39m(err) \u001b[38;5;28;01melse\u001b[39;00m np\u001b[38;5;241m.\u001b[39mnan \u001b[38;5;28;01mfor\u001b[39;00m err \u001b[38;5;129;01min\u001b[39;00m peak_positions_errs]\n\u001b[1;32m---> 85\u001b[0m FWHM \u001b[38;5;241m=\u001b[39m [fwhm[i] \u001b[38;5;28;01mif\u001b[39;00m i \u001b[38;5;241m<\u001b[39m \u001b[38;5;28mlen\u001b[39m(fwhm) \u001b[38;5;28;01melse\u001b[39;00m np\u001b[38;5;241m.\u001b[39mnan \u001b[38;5;28;01mfor\u001b[39;00m fwhm \u001b[38;5;129;01min\u001b[39;00m FWHM_vals]\n\u001b[0;32m     87\u001b[0m plt\u001b[38;5;241m.\u001b[39merrorbar(Ts, peak_pos, yerr\u001b[38;5;241m=\u001b[39mpeak_err, fmt\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mo-\u001b[39m\u001b[38;5;124m'\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPeak \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mi\u001b[38;5;241m+\u001b[39m\u001b[38;5;241m1\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     89\u001b[0m \u001b[38;5;66;03m# Add shading for FWHM\u001b[39;00m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'FWHM_vals' is not defined"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "EsHVfit = EsHV[:, 870:960]-offsetsHV\n",
    "EsVHfit = EsVH[:, 870:960]-offsetsVH\n",
    "\n",
    "dataHVfit = dataHV[:, 870:960]\n",
    "dataVHfit = dataVH[:, 870:960]\n",
    "\n",
    "sigma_vals = []\n",
    "gamma_vals = []\n",
    "fwhm_vals = []\n",
    "peak_positions_vals = []\n",
    "sigma_errs = []\n",
    "gamma_errs = []\n",
    "fwhm_errs = []\n",
    "peak_positions_errs = []\n",
    "\n",
    "for idx in range(len(Ts)):\n",
    "    if Ts[idx] < 45:\n",
    "        peak_positions = [293.5, 295.5, 297.5, 299.5, 301.5, 303.5]\n",
    "    elif 45 <= Ts[idx] < 66:\n",
    "        peak_positions = [293.5, 295.5, 297.5, 299.5, 301.4]\n",
    "    else:\n",
    "        peak_positions = [295.83, 297.8, 300.35]\n",
    "    \n",
    "    initial_params = []\n",
    "    bounds_lower = []\n",
    "    bounds_upper = []\n",
    "    \n",
    "    for pos in peak_positions:\n",
    "        initial_params.extend([10, pos])\n",
    "        bounds_lower.extend([0, pos - 1])\n",
    "        bounds_upper.extend([np.inf, pos + 1])\n",
    "    \n",
    "    initial_params.extend([0.2, 0.2, 0, 0])  # sigma, gamma, baseline\n",
    "    bounds_lower.extend([0.1, 0, -np.inf, -10])\n",
    "    bounds_upper.extend([.2, 2, np.inf, 100])\n",
    "    \n",
    "    E = EsVHfit[idx, :]\n",
    "    I = dataVHfit[idx, :]\n",
    "    popt, pcov = curve_fit(multi_voigt, E, I, p0=initial_params, bounds=(bounds_lower, bounds_upper))\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    \n",
    "    sigma_vals.append(popt[-4])\n",
    "    gamma_vals.append(popt[-3])\n",
    "    fwhm = 2 * (0.5346 * popt[-3] + np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))\n",
    "    fwhm_vals.append(fwhm)\n",
    "    peak_positions_vals.append(popt[1::2])\n",
    "    \n",
    "    sigma_errs.append(perr[-4])\n",
    "    gamma_errs.append(perr[-3])\n",
    "    fwhm_errs.append(2 * np.sqrt((0.5346 * perr[-3])**2 + (0.5 * popt[-4] * perr[-4] / np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))**2))\n",
    "    peak_positions_errs.append(perr[1::2])\n",
    "    \n",
    "    plt.plot(E, I + 50 * (idx), '.-', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.arange(285, 310, 0.1), multi_voigt(np.arange(285, 310, 0.1), *popt) + 50 * (idx), color=(Ts[idx] / 300, 0, 0), linewidth=1)\n",
    "plt.xlim([285, 310])\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.errorbar(Ts, sigma_vals, yerr=sigma_errs, fmt='o-', label='Sigma')\n",
    "plt.errorbar(Ts, gamma_vals, yerr=gamma_errs, fmt='s-', label='Gamma')\n",
    "plt.errorbar(Ts, fwhm_vals, yerr=fwhm_errs, fmt='d-', label='Voigt FWHM')\n",
    "plt.xlim([0,110])\n",
    "plt.ylim([0,2])\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Width (units)')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o-', label=f'Peak {i+1}')\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0,160])\n",
    "plt.ylim([285,310])\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    FWHM = [fwhm[i] if i < len(fwhm) else np.nan for fwhm in FWHM_vals]\n",
    "    \n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o-', label=f'Peak {i+1}')\n",
    "    \n",
    "    # Add shading for FWHM\n",
    "    lower_bound = np.array(peak_pos) - np.array(FWHM) / 2\n",
    "    upper_bound = np.array(peak_pos) + np.array(FWHM) / 2\n",
    "    plt.fill_between(Ts, lower_bound, upper_bound, alpha=0.3)\n",
    "\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0, 300])\n",
    "plt.ylim([285, 310])\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5bbec478",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    FWHM = fwhm_vals\n",
    "    \n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o', label=f'Peak {i+1}')\n",
    "    \n",
    "    # Add shading for FWHM\n",
    "    lower_bound = np.array(peak_pos) - np.array(FWHM) / 2\n",
    "    upper_bound = np.array(peak_pos) + np.array(FWHM) / 2\n",
    "    plt.fill_between(Ts, lower_bound, upper_bound, alpha=0.3)\n",
    "\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0, 300])\n",
    "plt.ylim([285, 310])\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "172b9b40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.6160389386711049,\n",
       " 0.610894321831829,\n",
       " 0.6026873963959363,\n",
       " 0.6192192696419243,\n",
       " 0.7377187282745568,\n",
       " 0.7253942419735686,\n",
       " 0.9424542855337673,\n",
       " 0.9491256592473898,\n",
       " 0.772194148303241,\n",
       " 1.9644641233694025,\n",
       " 1.317652220828346,\n",
       " 2.481804752945319,\n",
       " 3.214330506024056,\n",
       " 3.59925562748135,\n",
       " 4.042500837582862,\n",
       " 4.042500837085452,\n",
       " 4.042500837665904,\n",
       " 4.042500837665904]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
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